{"@context":"http://iiif.io/api/presentation/3/context.json","id":"https://lyrasis.aviaryplatform.com/iiif/rv0cv4cm12/manifest","type":"Manifest","label":{"en":["CollectionSpace Community Collections Spotlight: Public Art Archive Implementation"]},"logo":"https://d9jk7wjtjpu5g.cloudfront.net/organizations/logo_images/000/000/166/original/LYRASIS_Learning.png?1631557479","metadata":[{"label":{"en":["Date"]},"value":{"en":["2021-01-28"]}},{"label":{"en":["Language"]},"value":{"en":["English"]}},{"label":{"en":["Instructor"]},"value":{"en":["Emily Wilkinson","Lori Goldstein"]}},{"label":{"en":["Description"]},"value":{"en":["This webinar will offer an exploration into the world of public art collections management with Emily Wilkinson, the Director for Public Art at Texas Tech University (TTU), and Lori Goldstein, the Manager of WESTAF’s Public Art Archive (PAA). Since the program’s inception in 1998, TTU has installed over one hundred works of art across campuses throughout Texas. Wilkinson will discuss how her PAA Collections Management System, built specifically for the public art field through a partnership between CollectionSpace and the Public Art Archive, has helped to guide her daily and long term workflows and support the dynamic processes that encompass the practice of public art."]}}],"summary":{"en":["This webinar will offer an exploration into the world of public art collections management with Emily Wilkinson, the Director for Public Art at Texas Tech University (TTU), and Lori Goldstein, the Manager of WESTAF’s Public Art Archive (PAA). Since the program’s inception in 1998, TTU has installed over one hundred works of art across campuses throughout Texas. Wilkinson will discuss how her PAA Collections Management System, built specifically for the public art field through a partnership between CollectionSpace and the Public Art Archive, has helped to guide her daily and long term workflows and support the dynamic processes that encompass the practice of public art."]},"provider":[{"id":"https://lyrasis.aviaryplatform.com/aboutus","type":"Agent","label":{"en":["LYRASIS"]},"homepage":[{"id":"https://lyrasis.aviaryplatform.com/","type":"Text","label":{"en":["LYRASIS"]},"format":"text/html"}],"logo":[{"id":"https://d9jk7wjtjpu5g.cloudfront.net/organizations/logo_images/000/000/166/original/LYRASIS_Learning.png?1631557479","type":"Image"}]}],"thumbnail":[{"id":"https://d9jk7wjtjpu5g.cloudfront.net/collection_resource_files/thumbnails/000/121/641/small/CollectionSpace_Community_Collections_Spotlight_Public_Art_Archive_Implementation_1_of_1_012821.mp4_1629403851.jpg?1629389454","type":"Image","format":"image/jpeg"}],"items":[{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641","type":"Canvas","label":{"en":["Media File 1 of 1 - CollectionSpace_Community_Collections_Spotlight_Public_Art_Archive_Implementation_1_of_1_012821.mp4"]},"duration":3699.251,"width":640,"height":360,"thumbnail":[{"id":"https://d9jk7wjtjpu5g.cloudfront.net/collection_resource_files/thumbnails/000/121/641/small/CollectionSpace_Community_Collections_Spotlight_Public_Art_Archive_Implementation_1_of_1_012821.mp4_1629403851.jpg?1629389454","type":"Image","format":"image/jpeg"}],"items":[{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/content/1","type":"AnnotationPage","items":[{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/content/1/annotation/1","type":"Annotation","motivation":"painting","body":{"id":"https://aviary-p-lyrasis.s3.wasabisys.com/collection_resource_files/resource_files/000/121/641/original/CollectionSpace_Community_Collections_Spotlight_Public_Art_Archive_Implementation_1_of_1_012821.mp4?1629389450","type":"Video","format":"video/mp4","duration":3699.251,"width":640,"height":360},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641","metadata":[]}]}],"annotations":[{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677","type":"AnnotationPage","label":{"en":["Public Art Archive Implementation Transcript [Transcript]"]},"items":[{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/1","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Leigh Grinstead: Good afternoon,\neveryone. My name is Lee","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=0.599,3.539"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/2","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Grinstead, and I'm the digital\nservices consultant and catalyst","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3.539,7.439"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/3","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"fund co lead here at lyricists.\nI want to thank you for joining","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=7.439,11.759"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/4","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"me here today and welcome to the\nfifth in a series of six","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=11.759,15.719"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/5","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"catalyst fund presentations\nfocused on the 2018 recipients","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=15.719,20.369"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/6","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and what they learned during the\nproject period. recipients of","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=20.369,24.689"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/7","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the catalyst fund in 2019 are\ncurrently working on their","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=24.689,28.079"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/8","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"projects right now. And their\nresults will be available","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=28.079,32.459"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/9","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"sometime this summer, and look\nto keep an eye keep an eye on","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=32.609,39.359"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/10","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"notices from lyricists starting\nin the fall, and into early","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=40.439,44.849"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/11","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"winter, we will do it be doing a\nseries of webinars on the 2019","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=44.849,49.469"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/12","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"recipients and their results as\nwell. And I hope you can join us","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=49.469,53.969"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/13","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for that. Today we're going to\nhear from hareesh Marin gonti,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=53.969,57.809"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/14","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Associate Dean for it and\nDigital Library Services at the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=57.839,61.739"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/15","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"J. Willard Marriott Library at\nthe University of Utah dooshka","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=61.739,66.629"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/16","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"summer akun is the head of\nlibrary technology at the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=66.629,70.469"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/17","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"University of Miami, and bohan\nZoo web developer also at the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=70.469,76.859"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/18","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"mariadb Library at the\nUniversity of Utah. And before","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=76.889,80.549"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/19","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we begin, I'm going to just do a\nlittle brief background on the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=80.549,84.479"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/20","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"catalyst fund, and how to apply\nfor our next round of funding,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=84.479,88.409"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/21","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which is happening right now in\n2020. The catalyst fund is an","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=88.589,93.719"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/22","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"award program to fund new ideas\nand innovative projects by","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=93.719,97.169"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/23","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"lyricists members. This year, we\nwill have $150,000 to give away.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=97.169,102.239"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/24","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And that amount will likely vary\nyear to year. The fund is a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=103.319,107.639"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/25","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"membership benefit administered\nby the lyricist leaders circle.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=107.639,111.209"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/26","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"It was designed as a direct\nresult of members interest in","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=111.509,114.719"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/27","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"expanding opportunities to share\nexpertise and collaborate on","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=114.719,118.589"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/28","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"innovations with the potential\nfor community wide impact. The","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=118.589,122.879"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/29","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"application is only about two\npages long. And the guidelines","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=122.879,127.919"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/30","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for this rounds are available\nnow. And we're going to be","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=128.159,131.819"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/31","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"accepting applications right\nthrough February 20. So up to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=131.819,138.809"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/32","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"11:59pm. On February 20.\nproposals are for funding to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=138.809,151.019"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/33","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"pilot your own project and if\nelected by the leader circle,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=151.019,155.039"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/34","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"funds will be sent to your\norganization to implement the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=155.279,159.419"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/35","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"project. Ideas are a little bit\ndifferent ideas recommend an","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=159.419,164.249"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/36","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"issue a problem or a service\nneed or a solution that","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=164.249,168.719"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/37","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"lyricists could investigate,\ntest and address for the library","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=168.719,173.339"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/38","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or for the archive or for the\nmuseum. And for the all those","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=174.119,178.889"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/39","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"fields at large, if selected\nideas will be included in the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=178.889,184.349"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/40","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"lyricists research and\ndevelopment agenda for exploring","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=184.349,187.499"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/41","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"planning, program design and\npilot testing. So something to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=187.529,192.179"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/42","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"note, the staff here at\nlyricists is happy to review and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=192.179,196.109"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/43","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"discuss your application before\nit's submitted. And I highly","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=196.109,200.159"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/44","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"encourage you to take advantage\nof this. If you have a draft and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=200.159,203.579"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/45","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you'd like to send it to me for\nreview and comment, we can give","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=203.579,207.329"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/46","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you written feedback up until\nabout February 14. So you know,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=207.329,213.239"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/47","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"if you want to send something\ntoday over the weekend, we'll","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=213.239,215.939"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/48","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"try to get back to you we will\nget back to you by around the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=215.939,221.159"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/49","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"14th or so with some written\nremarks. And then you can","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=221.189,226.559"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/50","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"incorporate those and still turn\nyour draft in on time on the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=226.559,230.159"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/51","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"20th. Recipients receive word in\nJune, and they have one year to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=230.159,235.259"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/52","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"complete their projects. In\n2018, we awarded six member","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=235.259,241.079"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/53","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"organizations. And these\nrepresent our second round of","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=241.079,244.529"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/54","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"recipients and are examples of\nthe variety of projects that","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=244.529,248.249"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/55","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"came to us in 2018. You'll see\nthere's really a great","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=248.249,251.729"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/56","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"geographic diversity,\ninstitutional size, and content.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=251.729,255.959"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/57","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"All of these are very different\nfrom one another, and yet each","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=255.959,259.469"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/58","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"show creativity and leadership\nin many different ways. The","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=259.469,263.249"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/59","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"projects we have now all been\nthe projects have now all been","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=263.249,268.019"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/60","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"finished. And all of the models\nor code, the lessons learned are","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=268.019,272.579"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/61","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"available for you to adopt or\nadapt in any way that you see","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=272.579,276.269"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/62","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"fit and our reports in and even\na link to the recording, this","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=276.269,282.359"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/63","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"recording and others up here on\nthe 2018 project web page. And","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=282.359,290.099"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/64","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"so you can go there and see read\nthe white papers, listen to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=290.099,294.839"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/65","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"other presentations if you're\ninterested.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=294.839,296.789"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/66","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And now I want to introduce our\nOur speakers today hareesh Marin","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=298.74,302.46"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/67","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"gonti is the Associate Dean for\nit at Digital Library Services","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=302.46,306.51"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/68","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at the J. Willard Marriott\nlibrary. His primary research","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=306.54,310.2"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/69","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"interests include applications\nof emerging technologies and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=310.23,314.13"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/70","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"digital libraries. He's the lead\npi on several grants, including","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=314.13,318.42"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/71","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the lyricist catalyst fund\nproject, and his research has","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=318.42,321.99"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/72","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"appeared in journals including\nthe Journal of agricultural and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=321.99,325.29"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/73","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"food information, proceedings of\nTD wg Proceedings of the 2016","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=325.29,332.07"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/74","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"ACM on I'm gonna use the\ninitials si g UCCS annual","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=332.1,340.8"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/75","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"conference, and the Journal of\nweb library and ships. He holds","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=340.8,345.18"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/76","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"a Master of Science in Computing\nand Information Science and a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=345.18,348.51"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/77","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"graduate certificate in\norganizational leadership, both","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=348.51,352.2"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/78","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from Kansas State University and\na Bachelor of Engineering from","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=352.2,355.95"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/79","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"osmania University in India.\nDinesh gossamer Kuhn is the head","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=355.98,362.31"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/80","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of library technology at the\nUniversity of Miami. His primary","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=362.31,365.91"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/81","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"research interests focus on the\nadvancement of library","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=365.91,368.79"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/82","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"collections and services through\nemerging technologies.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=368.79,372.57"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/83","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Previously, he served as the\nassistant head of software","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=372.87,375.9"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/84","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"development at the Marriott\nLibrary at the University of","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=375.9,378.9"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/85","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Utah and was involved with\nProject Shiko. He holds a master","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=378.9,384.42"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/86","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of library science from Emporia\nState University and a Bachelor","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=384.45,388.2"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/87","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of information technology from\nSri Lanka Institute for","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=388.2,391.98"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/88","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"information technology. bohan\nSue is the web software","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=391.98,397.8"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/89","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"developer at j. j. Willard\nMarriott library, also","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=397.8,402.72"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/90","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"University of Utah. His\nexpertise in is in web and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=402.72,407.01"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/91","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"application development. And in\nthis role, he focuses on open","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=407.01,411.33"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/92","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"source and vendor product,\ncustomizations and business need","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=411.33,415.41"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/93","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"analysis. He was the lead\ndeveloper on the lyricist","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=415.41,418.74"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/94","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"catalyst, one project that\ninvolved using machine learning","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=418.74,422.43"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/95","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"techniques on digital library\nimages. He holds a master's","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=422.43,425.94"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/96","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"degree in Information Systems\nfrom the University of Utah, and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=425.94,429.6"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/97","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"a bachelor degree in the\ninformation in Information","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=429.6,432.72"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/98","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Systems from Southwest Jiaotong\nUniversity in China. I'm really","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=432.72,438.78"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/99","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"excited to have all three\nspeakers here today representing","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=438.78,441.93"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/100","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"this project. And with that, I'm\ngoing to turn it over to you","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=441.93,445.83"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/101","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"hareesh. And I believe that\nJonathan will pull up your","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=446.49,449.73"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/102","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"slide, and you can get started.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=449.73,452.91"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/103","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Unknown: Thank you, me.\nGreetings, everyone. And thank","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=459.029,462.299"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/104","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you for joining us today. I'll\nstart with the customary Mic","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=462.299,466.709"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/105","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"check. So you're able to hear\nme, could one or two, give us a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=466.709,473.159"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/106","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"thumbs up in the chat box. Okay,\ngood. Thank you. First, on","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=473.159,482.519"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/107","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"behalf of the project team here\nat Yale University of future, I","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=482.669,486.389"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/108","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"would like to thank the\nwitnesses for supporting our","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=486.389,489.149"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/109","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"project. Grants, such as\ncatalyst grant in particular,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=489.149,493.619"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/110","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"are very important and useful,\nas they help institutions such","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=493.679,498.269"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/111","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as ours, during additional\nbandwidth to push the boundaries","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=498.269,502.769"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/112","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and experiment with ideas and\nprojects that would have broader","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=502.769,506.459"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/113","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"impact on the community, as we\nmentioned in her introduction.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=506.459,510.029"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/114","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Today, we're very excited about\nthe opportunity to share our","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=511.319,514.439"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/115","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"project results with you all.\nHere's a brief agenda of what","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=514.439,524.489"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/116","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"topics we are going to cover. I\nwill briefly run through the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=524.549,528.599"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/117","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"background of the project and\noverall goals finish covered.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=528.599,533.309"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/118","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"talk through the process that we\nwent through, especially as it","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=534.179,537.419"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/119","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"relates to machine learning\nworkflows, how intense","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=537.419,541.469"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/120","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"operations are in terms of\npreparing the data and getting","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=541.769,544.949"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/121","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that ready to train models. Then\nbohan will run through a demo.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=544.949,549.869"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/122","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And I will wrap it up with what\nactually worked in our settings,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=550.649,554.399"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/123","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"challenges that we faced, what\nare some of the lessons that we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=554.789,558.299"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/124","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"learned and outline some next\nsteps. So in 2016, an article","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=558.299,568.739"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/125","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"appeared on National Public\nRadio, the following question,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=568.739,572.609"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/126","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"shielding odd machine can your\nchild who wrote these points,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=572.999,576.179"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/127","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which is can a computer without\nits on it that indistinguishable","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=577.499,581.579"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/128","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from what a human can produce?\nWe follow up some developments.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=581.579,585.629"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/129","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And right around that time we\nwere going through some","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=585.629,587.789"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/130","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"organizational changes here as\nit relates to digital library","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=587.789,592.319"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/131","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"operations. And we were very\nfocused on what we could do to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=592.319,596.339"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/132","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"enhance and expedite the\nmetadata creation. So these","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=596.369,600.389"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/133","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"things went hand in hand. And we\nsort of looked at developing","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=600.389,605.219"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/134","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"some overall goals. And these\nwere the first one, as I","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=605.219,609.329"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/135","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"mentioned was what can we do to\nleverage technology, especially","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=609.329,613.739"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/136","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"machine learning algorithms to\nexpedite metadata creation. also","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=614.039,620.249"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/137","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"wanted to see what we can do to\nenhance the discovery experience","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=620.249,625.379"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/138","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as well. Because more and more\nwhat we noticed in our digital","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=625.379,630.809"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/139","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"library metadata is, even though\nwe have structured metadata","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=630.809,637.139"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/140","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"schema that we follow, we follow\nqualified Dublin Core. Some of","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=637.439,642.689"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/141","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the fields, some of the content\nin the fields was inconsistent.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=642.689,647.759"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/142","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And we wanted to take this\nopportunity to see what can be","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=647.819,651.149"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/143","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"done to enhance the discovery\nexperience for the users to and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=651.149,655.739"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/144","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as a side benefit, we also\nthought this would address the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=655.739,658.949"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/145","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"backlog issues that we typically\nsee in archives and libraries,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=658.979,663.659"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/146","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"special collections. Those are\nthe overall goals. And before we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=663.659,669.989"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/147","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"dive deep into the project, we\njust wanted to lay the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=669.989,672.449"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/148","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"foundation for what we actually\nmean by artificial intelligence","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=672.449,676.049"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/149","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or machine learning. This\nparticular slide from Oracle","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=676.049,679.499"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/150","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"neatly captures how all these\nterms fit with each other. In","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=679.529,686.279"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/151","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"our own thinking, to be see deep\nlearning as a subset of machine","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=686.279,690.089"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/152","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"learning, which in turn is a\nsubset of AI. There is some","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=690.089,695.279"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/153","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"debate in the community on\nwhether deep learning is in","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=695.279,698.399"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/154","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"fact, a subset of machine\nlearning or not. But for our","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=698.399,701.969"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/155","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"purposes, we do like the way the\nslide captures the overall","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=701.969,706.739"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/156","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"relations between these terms.\nVery quickly, many nations have","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=706.739,713.639"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/157","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"released their national\nartificial intelligence","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=713.639,718.079"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/158","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"strategies, how they're\npositioning AI, in their own","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=718.079,721.739"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/159","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"outlook. What was very\ninteresting to see is each","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=721.739,726.449"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/160","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"mission has their own way of\ndefining AI.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=726.449,728.639"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/161","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And the one that we highlight in\nred here is from a consultant","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=730.77,736.35"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/162","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"report from Germany. And they\nclearly mentioned that what we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=736.35,740.04"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/163","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"define is, as AI today might\nvery well change in the future.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=740.04,743.79"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/164","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So we'd be we should be open to\nthe notion that the definition","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=744.15,748.14"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/165","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"could be periodically adjusted.\nOne thing that's very common in","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=748.14,753.06"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/166","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"all of these is that AI is seen\nas a driving force in the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=753.06,757.26"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/167","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"digital revolution. And given\nthe scale of operations that we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=757.26,761.19"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/168","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"do in libraries and archives,\nespecially in the digital","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=761.67,765.81"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/169","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"context, it's only fair to start\nlooking at AI with the critical","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=765.81,770.64"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/170","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"eye. Again, this is another\ndefinition that, that we that","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=770.64,783.0"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/171","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"relates very closely to how we\nsee AI here, this was from the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=783.0,789.39"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/172","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"blog post that Chris Borg, She's\nthe director at MIT libraries","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=789.39,793.95"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/173","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"she did. It's all about what the\ndata tells it to do. It's not","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=793.98,800.28"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/174","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"about humans, writing these\nprograms and telling the machine","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=800.28,803.73"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/175","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what to do. It's all about the\ndata. So paying attention to the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=803.73,807.18"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/176","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"data matters a lot in this work.\nEven that was a brief snapshot","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=807.18,815.13"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/177","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of what we have restarted our\ndigital collections, our digital","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=815.13,820.5"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/178","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"library program back in 2001. So\nit's been close to 20 years now.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=820.5,824.79"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/179","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And we have over 300\ncollections. And over close to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=824.97,830.34"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/180","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"half a million photographs that\nare published, we have close to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=830.34,834.06"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/181","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"maybe a million photographs that\nhave been digitized, but haven't","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=834.06,838.11"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/182","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"gone through the workflow\nprocess yet. And this is the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=838.11,842.64"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/183","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"very data that we used as part\nof this project. And I'll hand","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=842.64,847.98"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/184","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"off to punish God to talk about\nthe workflows and data","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=847.98,851.61"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/185","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"preparation. All right.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=851.61,854.37"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/186","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So I'm going to walk you through\nthe the overall process that we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=855.48,859.5"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/187","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"did, in this project, how we\naccomplish the goals that we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=859.5,864.39"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/188","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"outlined in the project\nproposal. So I'm going to break","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=864.39,868.86"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/189","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"this process into three main\nsegments for spam is the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=868.86,872.43"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/190","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"platform setup. Second part, the\ndata preparation, and then","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=872.43,877.47"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/191","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"finally, we will talk about the\ntraining and their models that","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=877.5,880.38"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/192","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it output. So first, let's take\na look at the platform set up","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=880.38,886.44"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/193","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"this basic hardware\nconfiguration that we used for","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=888.12,892.11"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/194","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the creating purposes. I'm not\ngoing to run through each and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=892.11,896.85"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/195","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"every line item, but this is\njust to give you You can only","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=896.85,900.69"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/196","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"walk, what kind of machine you\nwould need if you were to do","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=900.69,904.14"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/197","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"this kind of project. Of course,\nthis is not the only","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=904.14,908.4"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/198","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"configuration that works, you\ncan tweak this as for your","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=908.4,911.76"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/199","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"needs, the only thing I wanted\nto draw your attention to is","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=911.76,917.1"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/200","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that we use the NVIDIA GeForce\n2080 ti graphic processor.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=917.13,922.23"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/201","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Because machine learning,\nmachine learning and creating","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=923.16,927.69"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/202","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"process can be optimized. And\nthey run very efficiently on","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=927.69,931.92"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/203","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"GPUs. So that's something that\nyou should think about if you","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=932.28,935.55"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/204","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"were to attempt a project such\nas this. These are some of the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=935.55,940.95"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/205","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"main software packages that we\nused for the project. The I","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=941.25,946.77"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/206","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"would say these are the\nfoundation or the cornerstones","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=946.77,950.31"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/207","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that we build our framework on,\nI will display a full list of","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=950.61,955.86"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/208","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"applications and packages. Of\ncourse, based on how you","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=955.86,961.71"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/209","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"structure things, your own\nneeds, these might vary a little","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=961.71,965.43"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/210","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"bit, but these are the set of\npackages that we own useful in","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=965.43,970.56"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/211","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"our work. Now let's talk about\ndata preparation. So in the in","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=970.56,979.53"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/212","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the current environment, the\nimages and the metadata itself","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=979.53,983.67"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/213","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"resides in the digital asset\nmanagement system. So the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=983.73,987.57"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/214","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"question was, how do we get this\ninformation from the data onto","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=987.57,992.16"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/215","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the machine learning process?\nHow do we do that ingestion? So","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=992.16,997.74"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/216","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I highlight highlighted some\nmain points, the main steps that","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=997.92,1001.67"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/217","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we had to go through the\ncombining of data sources and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1001.67,1004.19"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/218","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"how we had to structure the\ncollections in terms of a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1004.19,1008.33"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/219","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"directory structure, and how to\ndefine percentage of images that","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1008.33,1012.65"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/220","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"uses training versus QB and TF\nfile generation. Let's take a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1012.65,1017.57"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/221","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"look at each one of them. And\nwhat we see what are the steps","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1017.57,1023.33"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/222","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that we had to go through. This\nis about combining data sources","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1023.33,1028.76"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/223","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and the data organization. The\ncurrent in the current digital","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1028.79,1034.82"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/224","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"asset management system, we have\nthe images and the metadata in","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1034.82,1038.09"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/225","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"our solar repository. So we had\nto take these data out and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1038.09,1042.38"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/226","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"processing in a manner that is\nsoftware independent, that it","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1043.1,1048.02"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/227","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"doesn't rely on that software\npackage for the readability","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1048.02,1052.13"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/228","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"aspect. So on the left hand\nside, you could see there's","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1052.13,1056.96"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/229","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"numeric IDs, 418650, then dot\njpg, and with the same number,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1056.99,1062.75"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/230","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"JSON. So what this is what this\nis, for each image, we have an","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1062.81,1069.17"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/231","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"associated JSON file that\ncontains the metadata that's","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1069.65,1074.06"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/232","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"relevant to that particular\nimage. On the right hand side,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1074.06,1077.6"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/233","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you can see here's a snippet of\ncode that belongs to a JSON","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1077.6,1083.81"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/234","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"file. Again, there's like\nmultiple fields, re-description,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1083.81,1088.1"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/235","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and five, all of these, this\nwould change based on what","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1088.1,1092.87"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/236","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"metadata you contain in your\nlocal data. This is about data","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1092.87,1099.77"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/237","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"segmentation, I would like to\ndraw your attention to the last","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1099.77,1103.97"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/238","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"line of code, which is train\npercent that's set at 80%. So","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1103.97,1109.79"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/239","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what this is it out of directory\nit defines what percentage of","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1109.79,1117.02"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/240","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"images should we use for the\ntraining purposes. So in this","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1117.23,1121.37"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/241","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"instance, if we have a big\nbucket of images and metadata,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1121.37,1127.16"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/242","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"like JSON files, we use 80% of\nthat for the training purposes,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1127.22,1131.51"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/243","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and leave the rest of the 20%\nfor quality assurance purposes.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1132.23,1136.61"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/244","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And this is the key of fi\ngeneration. So to files are the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1140.21,1145.13"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/245","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"final output of this process.\nAnd that's we fit into the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1145.16,1150.38"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/246","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"machine learning engine, a\nTensorFlow can consume these","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1150.41,1153.77"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/247","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"files.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1153.77,1154.28"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/248","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So we have developed scripts, as\nyou can, as you remember, in the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1155.54,1160.43"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/249","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"previous process, we I showed\nyou the set of image files and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1160.43,1165.05"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/250","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the font files, that would be an\ninput for the script and script","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1165.11,1169.31"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/251","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"would process that data, package\nthem together and output the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1169.31,1172.49"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/252","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"files, which can be consumed by\nthe TensorFlow engine. Now let's","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1172.52,1179.78"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/253","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"talk about few models that we\nhave on the Ico website. So","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1179.78,1184.34"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/254","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"these models, these are the\nmodels that we trained and they","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1184.34,1187.97"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/255","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"are available for download.\nAnyone can go in and download","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1187.97,1191.84"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/256","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the model as needed. And try to\nrecreate what we did or maybe","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1191.84,1199.13"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/257","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"use those models. In, in the\ninference process of your own","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1199.13,1203.27"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/258","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"images. So first one, I mean, in\neach of these models, at the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1203.27,1210.2"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/259","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"top, you'll see code or the ID.\nSo what this is, if you if I, I","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1210.2,1216.14"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/260","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"can decipher that for you. So\nit's PDM pre trained model. And","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1216.14,1220.7"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/261","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it's using Iam to text. And the\nstarting point is Inception v3,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1220.7,1226.01"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/262","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"then the data set, Ms cocoa, 1\nmillion. So what this is, if you","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1226.25,1231.77"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/263","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"look at the diagram, we are the\nstarting point is Inception v3.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1231.77,1235.13"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/264","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And we use ms cocoa data. And we\ntrain 1 million, trained 1","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1235.85,1241.1"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/265","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"million steps to obtain the\nfinal outcome. So the model that","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1241.1,1246.14"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/266","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we model that I'm showing you on\nthe right hand side that's","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1246.14,1249.8"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/267","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"available for download on the\nwebsite, let's move on to the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1249.8,1253.31"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/268","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"next model. So if I can move\nbetween these three, you will","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1253.31,1258.17"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/269","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"see there's only one difference.\nIt's the same model as before,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1258.17,1262.13"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/270","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but it's trained for 3 million\nsteps instead of 1 million","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1262.16,1266.6"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/271","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"steps.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1266.6,1267.2"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/272","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Next,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1269.57,1270.2"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/273","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we have another model. Again,\nstarting point is Inception v3.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1271.46,1276.83"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/274","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And instead of the MS cocoa\ndata, we trained it using our","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1277.49,1282.05"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/275","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"local data. The number of steps,\n1 million. So as you can see","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1282.05,1289.61"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/276","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Inception v3, we trained on\nlocal data for 1 million steps,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1289.61,1293.87"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/277","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and the output is output another\nmodel. So here, you will see, I","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1294.5,1304.52"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/278","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"have something called modified\ncaptions. And in the previous","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1304.52,1308.15"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/279","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"time to place original captions.\nWhen we create a model with the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1308.15,1313.07"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/280","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"original captions, or the\noriginal metadata that's","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1313.1,1315.74"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/281","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"associated with the images that\nare currently available in the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1315.74,1319.88"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/282","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"dam, we had some issues during\ninference process. So we had to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1319.88,1326.09"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/283","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"develop some NLP or natural\nlanguage processing scripts to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1326.09,1330.56"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/284","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"clean up this metadata and make\nit more suitable for the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1330.56,1334.94"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/285","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"training process. So that's what\nwe report by the modified","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1334.97,1337.85"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/286","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"captions later in the\npresentation how they should get","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1337.85,1340.91"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/287","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"into more details regarding that\nprocess. But for now, I'm just","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1340.91,1346.1"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/288","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"going to leave it at that. So in\nthis particular model, its","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1346.1,1349.91"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/289","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"inception v3 train for 1 million\nsteps using the modified","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1349.91,1353.93"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/290","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"captions. And here's the same\nthing. Instead of 1 million","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1353.93,1359.75"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/291","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"steps, we trained it on 3\nmillion steps. And now we see a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1359.75,1365.9"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/292","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"combination of the two models,\nthe processes that we went to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1365.9,1371.3"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/293","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"wainting went through to develop\nthe two models that we discussed","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1371.36,1375.29"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/294","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"earlier. In this one, we start\nwith the inception v3, and use","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1375.29,1380.75"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/295","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"ms cocoa data, 1 million steps\nand get an output. Then for","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1380.75,1386.24"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/296","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that, in addition, we add the\nlocal data with modified","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1386.24,1391.49"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/297","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"captures and create further\nanother 2 million steps, and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1391.49,1395.63"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/298","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which will result in a new\nmodule. In this one, the process","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1395.66,1402.8"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/299","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is the same. It's just the\nnumber of steps that Lipper ms","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1402.8,1407.39"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/300","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"cocoa data, 3 million steps and\nthe local data 1 million steps.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1407.39,1411.26"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/301","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So if you go to the website,\nthese are some of the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1414.05,1416.36"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/302","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"deliverables that we have. We of\ncourse have the pre train models","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1416.36,1420.11"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/303","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that are available to download.\nAnd on the website, we link to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1420.14,1424.1"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/304","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the GitHub repository that\ncontains a vagrant box. That","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1424.1,1428.42"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/305","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"vagrant box contains scripts for\nall the data processing","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1428.42,1431.93"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/306","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"activities that I described\nearlier, as well as the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1431.93,1436.19"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/307","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"inference process. So if you\nhave any questions, any quick","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1436.22,1444.56"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/308","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"questions, I will be able to\nanswer them now regarding what I","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1444.56,1448.82"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/309","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"covered. If not, I would hand it\noff to boba. And we have more","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1448.82,1454.43"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/310","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"time for any detailed question\nat the end of the presentation.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1454.43,1458.48"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/311","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think I'll hand it off to\nMorgan.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1462.23,1463.7"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/312","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Thank you, Scott. And I'm going\nto share my screen. So my name","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1467.33,1476.81"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/313","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is Bob. I'm going to talk about\nthe technical part of the our","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1476.81,1479.87"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/314","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"code package. And the full\ndocument is available on our","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1479.87,1483.26"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/315","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"main GitHub page. And there are\ndetails of the installation and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1483.26,1487.79"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/316","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"also walk through all the\ndifferent functionalities. The","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1487.79,1491.54"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/317","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"here and Scott are going to\nhighlight some bullet points. So","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1491.54,1496.49"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/318","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for our code package, we have\ntwo two ways to in Start One way","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1496.49,1501.23"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/319","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is to install the code package\non your local machine. Another","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1501.23,1504.41"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/320","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"way is using a vacuum boss to\ncreate a VM inside your virtual","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1504.41,1508.22"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/321","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"box. But actually, they are not\nexclusive to each other, which","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1508.22,1512.0"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/322","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"means you can install the\npackage both on your local","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1512.0,1515.09"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/323","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"machine to VirtualBox. But to\nstart off, I recommend using the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1515.09,1520.19"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/324","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"virtual class method to install\nwhich is the easiest way to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1520.19,1523.01"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/325","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"deploy your code. And there were\na few local environments,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1523.01,1526.22"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/326","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"especially if you're planning to\nuse this code package just for","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1526.55,1530.42"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/327","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"output output, generating the\noutput or preparing the data the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1531.47,1536.09"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/328","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"letterbox appropriately. If\nyou're planning to attorney or","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1536.09,1540.2"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/329","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"model evaluation, which require\na lot of GPU memory to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1540.2,1544.43"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/330","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"accelerate the process, I\nrecommend to install the package","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1544.43,1548.03"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/331","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"locally. So let's get back to\nthe demo. So for demo, I'm just","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1548.09,1553.46"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/332","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"going to do the England's\nwalkthrough. So if you're","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1553.46,1557.45"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/333","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"interested in how to train your\nown model, we do have to train a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1557.45,1561.14"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/334","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"walkthrough section as well, in\nthe document to here is going to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1561.14,1564.71"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/335","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"talk about the inference part.\nSo first, we need to get a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1564.71,1569.33"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/336","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"question model for our\ninference. So as I mentioned","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1569.33,1573.32"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/337","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"earlier, we do provide the our\ndeliverable, we do provide our","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1573.35,1577.13"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/338","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"premium model to generate cash\nand output. And this model","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1577.13,1583.1"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/339","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"actually is in our core package,\nand page, it gets a link to the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1583.1,1588.71"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/340","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"page to hosting our models. And\nthe data set we're using for","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1588.71,1593.48"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/341","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"training. This model includes\nabout the MS flow data and our","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1593.48,1597.38"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/342","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"collection data. And in our\ndemo, we're going to use the MS","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1597.38,1601.22"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/343","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"cocoa data train model with a\nbrand new staff. So to download","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1601.22,1606.02"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/344","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the model, you just need to\nclick on the download button.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1606.02,1609.02"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/345","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Yes, it's going to skip the\ndownload process because that","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1609.71,1612.38"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/346","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"would take a few minutes.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1612.38,1613.61"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/347","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So after you download the model,\nyou will get that zip file, you","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1620.15,1623.78"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/348","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"just need to unzip the file and\nopen it. And you'll find there's","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1623.78,1627.59"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/349","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"a there's a dictionary file\ncontaining a stack of words for","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1627.59,1630.62"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/350","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the model to construct the\nnatural language. And the number","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1630.62,1634.31"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/351","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"on the right side is the total\nnumber of the occurrence. Yeah,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1634.31,1639.98"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/352","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I'm not going to talk about\nbecause the race How is","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1639.98,1643.4"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/353","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"organized is order by the total\nnumber of currents. So the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1643.4,1648.83"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/354","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"modifiers is actually under the\ntrain directory. And after we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1648.83,1654.35"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/355","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"got our pre trained model, and\nlet's take a look at the image","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1654.35,1658.52"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/356","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we're going to use for the demo.\nThis is one of our our history","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1658.52,1664.31"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/357","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"photo in our collection. And we\nare going to use this as our","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1664.31,1668.36"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/358","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"input our input image. So let's\nnot go to the root directory of","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1668.36,1674.78"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/359","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"our project, then go to\ninfluence caption and configure","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1674.78,1679.49"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/360","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"files. And as you can see, this\nparty actually the session that","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1679.49,1685.73"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/361","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you need to the only person you\nneed to copy the values, you","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1685.73,1690.92"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/362","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"need to give the path to your\nmodel the path to the XML file","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1690.92,1694.85"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/363","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and the path to that image. And\nthat's about it, you're ready to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1694.85,1702.98"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/364","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"install that code locally on\nyour machine, you can actually","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1702.98,1705.92"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/365","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"run a Python script to run that\nscript. Here, I'm going to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1705.92,1711.29"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/366","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"download the background rate. So\nto answer the current","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1711.29,1716.99"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/367","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"environment, you first need to\nmake sure your VirtualBox is","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1717.23,1721.01"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/368","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"actually running up. So you can\ntest that by","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1721.01,1723.47"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/369","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"running up there will boot up\nthe VM is not running. So now","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1724.94,1740.45"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/370","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the other VM is running and to\nenter this","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1740.45,1743.03"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/371","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"environment just need to enter\nthat run SSH. That will bring","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1744.71,1749.39"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/372","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you to the environment of\nReverend Bob. And the webinar we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1749.39,1753.29"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/373","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"provide inside of every box is\nunder Linux OS and the Python","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1753.29,1758.33"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/374","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"versions 2.7. And TensorFlow\nversions are using a CPU version","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1758.33,1762.92"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/375","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"limitation on the GPU location\nfor that virtual box. So we just","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1763.34,1768.41"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/376","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"need state with TensorFlow CPU.\nSo the cofounding is under slash","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1768.41,1774.2"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/377","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Documents folder. And if you do\nLS you'll find this is actually","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1774.23,1778.46"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/378","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the root directory of the\nproject. And it is actually the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1778.46,1783.89"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/379","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"shared folder, which means that\nanytime you configured a file","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1783.89,1787.61"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/380","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that's going outside, we don't\nhave to configure again inside","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1787.7,1790.76"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/381","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of it. So now just to navigate","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1790.76,1795.53"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/382","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Let's go ahead and we're going\nto run the cache inference test","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1801.14,1805.55"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/383","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"here. So the process will take\nabout a few seconds. So here we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1805.55,1827.54"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/384","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"go, we saw yourself like a black\nand white, those are a group of","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1827.54,1830.69"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/385","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"people standing together. So you\nmay also notice that beside a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1830.69,1837.14"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/386","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"cache task is another version of\nscript. So instead of printing","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1837.14,1841.49"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/387","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"out the result, we also provide\na scripture writing all the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1841.52,1845.06"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/388","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"results into a JSON file. And\nhere you can specify the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1845.06,1848.93"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/389","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"location and the name, you want\nto store the result. And also,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1848.93,1853.52"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/390","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"here, you can actually instead\nof given single image, you can","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1853.64,1856.91"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/391","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"define the layout of the\ndirectory, where if the script","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1857.03,1860.75"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/392","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is to looping over the\ndirectory, and process all the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1860.96,1864.29"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/393","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"image that will be restored,\nespecially if you want to during","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1864.32,1867.32"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/394","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the capture for massive amounts\nof the image. So similar to the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1867.32,1874.94"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/395","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"cache, we also provide script to\nhandle the classification object","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1874.94,1880.01"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/396","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"detection indexes, you can\neither just print out a result","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1880.01,1883.55"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/397","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or saving all the results into a\nJSON file. But here, I'm going","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1883.58,1887.0"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/398","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to skip the demo for the demo\npart. However, we don't count","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1887.0,1890.87"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/399","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"any models that change on our\nside for the label labeling. The","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1890.87,1896.15"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/400","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"video includes the link,\nexternal link to the TensorFlow","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1896.15,1900.77"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/401","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"train models, so that you can\njust open up the links and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1900.77,1903.62"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/402","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"download the models you need.\nAnd here, I'm going to run the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1903.62,1912.98"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/403","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"caption JSON output method to\ngenerate a JSON output. So we're","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1913.01,1924.14"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/404","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"going to output our accession\nresults to this directory, and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1924.14,1929.39"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/405","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"run Isom.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1929.48,1930.95"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/406","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"That'll save the result as a\nJSON file. Okay, to access the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1936.59,1951.2"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/407","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"environment, just hit exit. Now,\nwe see different use of","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1951.2,1956.24"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/408","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"operators under the directories\ngiven. So grab that JSON file","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1956.24,1961.07"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/409","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and just image information\nassociated with the result.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1961.13,1966.83"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/410","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And let's also take a look at\nthe object detection and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1968.3,1971.75"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/411","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"classification for same image.\nSo it's same as creating a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1971.75,1979.49"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/412","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"several labels for a given\nimage. And we create, like the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1979.49,1985.04"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/413","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"prototype of the map application\nto visualize our JSON result","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1985.04,1991.55"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/414","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"just for demo. So as we hear\nhere, our application will read","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=1991.58,2002.77"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/415","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the JSON file into the elector\napp, this application. And we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2002.77,2006.97"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/416","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"also implements the\nfunctionality to add it using","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2007.0,2010.27"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/417","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the Java application. It just\nstarted removing the own","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2010.27,2014.59"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/418","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"relevant label and add the\nrelevant labels that and here to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2014.59,2019.27"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/419","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"actually switch between like the\ncash injectors generated. And if","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2019.27,2025.51"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/420","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I'm a librarian that could be\nuseful because I can just work","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2025.51,2030.61"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/421","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"on the model generates out a\nresult and just modify it as I","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2030.61,2034.78"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/422","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"needed. There will be Camille\nconvenient for my work. So","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2034.78,2039.4"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/423","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that's about the part I'm going\nto talk about and I'll get the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2039.4,2043.27"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/424","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"top back to the courage. Thank\nyou.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2043.27,2045.4"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/425","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"We are just going back to the\nslide. There you go. Okay. So","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2058.36,2081.67"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/426","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what you just saw is go to the\nactual process of getting our","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2081.7,2091.09"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/427","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"data from the the digital asset\nmanagement system that we have,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2091.12,2096.91"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/428","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and then use the data to train\nsome models. And get some new","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2096.97,2104.47"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/429","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"images from our collection and\nsee what sort of captions and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2104.47,2108.4"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/430","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"labels it could generate. We are\ngoing to look at some quick","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2108.46,2112.0"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/431","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"examples. The first few are\nexamples of what actually","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2112.0,2116.32"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/432","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"worked. Here, what you see here\nis, these are all examples from","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2116.32,2122.68"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/433","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"our digital library collections.\nThe one, the label that you see","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2122.68,2130.9"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/434","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"on top in the red background is\nthe title as it appears in our","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2130.9,2135.55"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/435","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"collections. And then this\nparticular image, it's named as","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2135.58,2140.68"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/436","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Campbell's fairy. We don't have\nany other description for this","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2140.68,2144.79"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/437","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"image right now, when we ran\nthis through the machine","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2144.79,2148.03"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/438","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"learning process, the labels\nthat the process suggested are","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2148.03,2153.49"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/439","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to the right suspension bridge,\nlong fence, make friends, and so","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2153.52,2157.78"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/440","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"on. And it's very clear from\nthis example as to how the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2157.78,2164.5"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/441","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"suggestions from the machine\nlearning algorithm could be","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2164.5,2167.26"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/442","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"useful to enhance the discovery\nprocess, even additional terms","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2167.26,2171.73"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/443","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"such as suspension bridge, now,\nwhether it's relevant in this","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2171.76,2175.18"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/444","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"case or not, will provide an\nadditional pathway for the users","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2175.18,2182.68"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/445","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"who are looking for such\ninformation. So if someone were","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2182.68,2185.53"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/446","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to type in bridge, in our\ndigital libraries search box","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2185.53,2190.6"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/447","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"right now, chances of them\npulling up candles fairy is","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2190.6,2196.33"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/448","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"zero, right, because there's no\nlabel attached to this","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2196.6,2202.21"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/449","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"particular image that would tell\nthe index to coordinate these","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2202.24,2207.58"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/450","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"two. This is another example.\nThis is the same one that Gohan","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2207.58,2211.9"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/451","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"used. Right now. The title that\nwe use is student group","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2211.9,2217.12"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/452","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"portrait. In the machine\nlearning process, it does give","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2217.12,2223.09"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/453","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"out helpful solutions such as\nvestment, hoops, good and other","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2223.09,2228.37"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/454","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"keywords when they spoke to our\nstaff at special collections.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2228.4,2232.66"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/455","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"They were particularly\ninterested in this approach","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2234.58,2237.52"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/456","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"because they often get questions\nfrom the users questions such as","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2237.52,2241.87"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/457","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Do you have images from 1900s of\npeople wearing different types","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2242.2,2248.14"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/458","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of clothing? Right. Now, if we\nwere to go to our digital","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2248.14,2252.76"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/459","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"library and put in terms such as\nclothing, and maybe even a time","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2252.76,2258.22"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/460","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"period, this image wouldn't show\nup. Right. Let's look at another","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2258.22,2265.33"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/461","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"example. Again, the title that\nyou see on top and identify the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2265.33,2269.92"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/462","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"gymnast. That's the only title\nthat we use. We don't have any","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2269.95,2275.32"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/463","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"other descriptors right now for\nthis make the caption, close","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2275.32,2282.04"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/464","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"attention to the whole caption\ntowards the end, it does pick up","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2282.04,2285.4"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/465","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the balance beam. And if you\nlook at the image closely","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2285.4,2289.66"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/466","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"enough, you can see the last\npart of the balance image","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2289.66,2293.02"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/467","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"towards the bottom. Again, this\nis very useful. Here imagine","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2293.05,2299.44"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/468","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"tools such as these which can be\nhelpful assistance to folks who","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2299.47,2304.84"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/469","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"are actually entering the\nmetadata could be your metadata","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2304.84,2308.98"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/470","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"librarian or students who work\nunder other metadata","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2309.28,2313.51"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/471","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"specialists. For them to pay\nsuch close attention to the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2313.51,2316.66"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/472","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"image might take a lot more time\nthan maybe running it through a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2316.66,2321.01"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/473","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"machine as a first pass and see\nwhat helpful captions of labels","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2321.07,2325.3"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/474","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it might suggest. This is\nanother example. We do have a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2325.3,2331.42"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/475","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"lot more description for this\nimage on top. This is a very","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2331.42,2337.51"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/476","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"famous picture of Magic Johnson.\nBut never in the description do","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2337.51,2343.42"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/477","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we actually use the term\nbasketball. So the suggestions","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2343.42,2347.32"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/478","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that you see on the right are\nterms that came that were","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2347.32,2352.27"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/479","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"recommended by the machine\nlearning garden. So someone is","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2352.27,2356.59"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/480","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"looking for basketball players\nor pictures to look at the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2356.59,2361.06"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/481","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"basketball. Again, this wouldn't\nshow up.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2361.06,2364.06"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/482","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So these are some pretty good\nexamples of what actually works.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2365.74,2369.55"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/483","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"current state of machine\nlearning, but we did run into","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2371.98,2376.06"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/484","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"quite a few challenges. The\nfirst one is the what's called","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2376.06,2382.0"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/485","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as domain adaptation, that is a\nmodel that is trained to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2382.0,2385.3"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/486","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"optimize predictive accuracy on\none domain. In this case, the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2385.3,2390.58"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/487","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"domain is general web images\ncaptured in a cell phone","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2390.82,2393.94"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/488","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"cameras. Those models may not be\nwell suited for another domain","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2393.94,2398.56"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/489","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"example I will scan have black\nand white photographs. This is a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2398.62,2403.36"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/490","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"key shortcoming of many machine\nlearning based models that we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2403.36,2408.1"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/491","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"see today. Because of this even\nstate of the art off the shelf","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2408.13,2415.21"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/492","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"models on benchmark datasets\nsuch as say, image net or ms","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2415.24,2420.01"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/493","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"cocoa will tend to make errors\non archival photographs. In","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2420.01,2425.8"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/494","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"addition to this vinexpo problem\nof domain adaptation, we also","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2425.8,2429.64"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/495","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"have the problem that certain\nconcepts in our collection","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2429.64,2432.94"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/496","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"simply do not exist in benchmark\ndata sets because the two sets","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2432.94,2438.1"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/497","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of images are from different\ntime periods. Let's look at an","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2438.1,2442.45"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/498","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"example of this. This is the\ntitle that you see is the title","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2442.45,2452.65"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/499","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that appears in our collections\nright now. When we ran it","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2452.65,2457.09"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/500","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"through the captioning software,\nthrough the machine learning","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2457.09,2459.64"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/501","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"process, the suggestions the two\nsolutions that you see are at","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2459.64,2463.21"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/502","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the bottom, those. Here, not\nonly do the captions Miss,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2463.21,2469.15"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/503","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"identify the people in the\npicture that is a truer","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2469.15,2471.91"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/504","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"anachronism in the generated\ncaptions. Because the data that","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2471.97,2476.65"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/505","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"was used to train the captioning\nsystem consists of modern images","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2476.65,2480.07"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/506","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that are digital first, directly\nimplant such models on archival","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2480.07,2484.66"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/507","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"images will lead to a modern\nbias in the generated captions.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2484.66,2488.83"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/508","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Another type of issue that we\nsee is diverse captioning. So","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2491.17,2495.49"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/509","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"generating captions and labels\nfrom multiple perspectives to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2495.49,2498.76"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/510","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"improve discoverability of\ncontent. This could augment","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2498.76,2502.45"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/511","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"human metadata generation\nprocess with machine learning","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2502.45,2505.54"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/512","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"output. And there is no reason\nwhy these have to be mutually","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2505.54,2508.63"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/513","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"exclusive. You could perhaps\nthink of a framework where","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2508.63,2512.95"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/514","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"again, we have machines\nassisting humans and coming up","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2512.98,2517.87"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/515","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with different captions and\ndifferent labels to describe an","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2517.87,2522.25"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/516","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"image. For example, let's look\nat this particular image. The","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2522.25,2527.59"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/517","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"title for this image is\ntelephone lines. And we do have","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2527.59,2531.67"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/518","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"some description right now. This\nis an image of folks","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2531.67,2537.04"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/519","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"distributing poles during\nconstruction of the First","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2537.07,2539.74"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/520","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Transcontinental telephone line\nin 1914. It's, it's a very","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2539.74,2545.74"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/521","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"historic image. From the machine\ngenerated machine learning","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2545.74,2553.48"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/522","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"process, the caption that was\ngenerated was it's a black and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2553.48,2556.54"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/523","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"white photo of horse drawn\ncarriage. And then you can see","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2556.54,2559.36"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/524","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you can make connections as to\nhow helps the discovery process","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2559.36,2562.75"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/525","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"if users are looking for\npictures of horse drawn","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2562.75,2567.55"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/526","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"carriages. Because of this\ncaption, it's likely to appear","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2567.55,2572.86"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/527","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in their search results. If we\ndid not rely on machine learning","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2572.86,2577.72"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/528","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"process, chances of humans\ncoming up with these terms are","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2577.72,2583.21"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/529","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"perhaps high, we don't know. But\nI think there's no reason why we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2583.57,2586.78"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/530","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"cannot start including multiple\ncaptions in our metadata. The","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2586.78,2593.86"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/531","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"third challenge is that even\nthough the Digital Library","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2593.86,2598.03"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/532","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"metadata is pretty well\nstructured, we follow standard","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2598.03,2601.93"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/533","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"guidelines and such. The data is\nfor human consumption, right?","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2601.93,2607.33"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/534","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"The descriptors that we use,\nwhat terms we use, they make","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2607.69,2611.95"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/535","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"sense for humans, but it\ndoesn't, it does not mean that","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2611.95,2616.36"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/536","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you can take the data as is and\nuse it to train a model. If we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2617.2,2622.69"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/537","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"think about describing data that\ncould be useful for machine","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2622.69,2628.3"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/538","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"learning work, then more\nprocessing work needs to be","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2628.3,2633.16"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/539","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"done. And that's one of the\nthings that we are thinking","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2633.16,2636.22"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/540","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"about, on how to improve the\noverall process so that once the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2636.22,2641.68"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/541","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"terms go in, they would work\nboth for humans and machines as","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2641.68,2646.03"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/542","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"well. For example. Yeah.\nFinished, talked about in his","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2646.03,2654.07"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/543","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"part of the presentation, we\nhave to rely on cleanup scripts","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2654.1,2658.87"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/544","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to clean up our data. This is\nvisible enough for all that I","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2659.26,2664.57"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/545","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"just read one example.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2664.57,2666.04"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/546","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"The phase that currently uploads\nin our core, one of the leaders","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2667.3,2672.1"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/547","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in our collections is Robin\nHood's baby incredible that you","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2672.1,2677.77"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/548","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"bear very granular, very context\nspecific, very useful for","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2677.77,2682.69"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/549","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"humans. But when we use that\nphrase as ease in our training,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2682.69,2688.54"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/550","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"tests, it started giving us very\nweird results, very different","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2689.98,2694.0"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/551","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"results. So we have to take\nextra effort to clean out proper","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2694.0,2698.8"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/552","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"nouns and Once we ran it through\nthe process, the one that's","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2698.8,2703.84"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/553","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"under the after column. So for\nexample, in this particular","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2703.84,2707.17"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/554","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"case, it would read as woman\nholds baby in cradle booth.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2707.29,2710.98"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/555","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"That's a generic description. So\nthat seems to have, it's giving","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2711.19,2717.88"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/556","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"better results compared to data\nbefore we do any cleanup work.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2718.24,2724.42"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/557","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So that's the third type of\nissue. And the last one is, how","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2724.57,2728.08"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/558","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"do we make sure that we are\nsocially and culturally","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2728.08,2732.55"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/559","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"responsible when we undertake\nsuch operations? Thomas, we're","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2732.76,2737.05"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/560","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"working with OSI CLC. Research\nrecently, just a couple of","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2737.29,2742.06"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/561","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"months ago released a report.\nAnd in that they clearly say","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2742.06,2747.43"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/562","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that the challenge of doing this\nwork responsibly requires","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2747.43,2750.34"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/563","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"fostering organizational\ncapacities for critical","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2750.91,2754.63"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/564","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"engagement, managing buyers and\nmitigating potential harm. For","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2754.63,2760.15"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/565","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"example, again, this is an image\nfrom our collection. If you look","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2760.15,2765.73"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/566","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at the captions that were\ngenerated from the learning","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2765.73,2769.21"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/567","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"modules, it says it's a room\nfilled with lots of different","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2769.21,2772.9"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/568","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"types of luggage. So it did not\nidentify people nor their","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2772.9,2776.11"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/569","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"clothing in this particular\nimage. And it does come across","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2776.11,2779.77"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/570","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as perhaps culturally\ninsensitive if we were to just","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2779.77,2783.76"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/571","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"blindly run it through the\nalgorithms and not pay attention","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2783.76,2789.19"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/572","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to these things. So in summary,\nthese are some of the high level","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2789.19,2794.89"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/573","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"lessons learned. Again, existing\nmodels that were developed for","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2794.89,2800.5"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/574","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"one domain for one period of\ntime may not necessarily","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2800.77,2804.4"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/575","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"translate well to archival and\nhistorical photographs. digital","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2804.4,2809.62"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/576","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"libraries, metadata, even though\nit's structured needs to be","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2809.62,2812.32"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/577","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"processed further before it can\nbe used to train a model. And we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2812.32,2818.98"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/578","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"also found out that some of the\nopen source scripts that are","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2818.98,2821.92"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/579","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"available right now they're\nspecifically developed for a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2821.92,2824.95"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/580","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"single GPU. Depending on your\ninfrastructure, and how much","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2824.95,2830.8"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/581","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"data you have and what you\nintend to do. Some of these","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2830.8,2833.74"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/582","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"clips may have to be modified so\nyou can leverage multiple GPUs","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2833.74,2839.26"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/583","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at once and speed up the\ntraining in terms of the next","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2839.26,2844.09"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/584","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"steps. After making substantial\nprogress, I mean, thanks to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2844.09,2850.45"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/585","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"funding from analysis, we\nrenamed this project as Sheikah","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2850.45,2855.61"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/586","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"computational helper to describe\ndigital images. And we are, we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2856.48,2863.44"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/587","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"started collaborating with\ncomputer science department here","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2863.44,2867.67"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/588","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at university a future to bring\nin additional machine learning","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2867.7,2871.72"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/589","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"expertise. Again, we are not\ncomputer scientists here in the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2871.72,2876.22"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/590","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"library. We know how to use\nthese applications and models","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2876.22,2880.48"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/591","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and programs and customize them\nto a certain level. But when it","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2880.48,2884.26"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/592","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"involves deep mathematical and\nstatistical knowledge, we have","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2884.26,2888.64"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/593","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to rely on experts. And it's\nbeen a very good collaboration","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2888.64,2891.88"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/594","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"so far. And we are hoping to\nengage the community and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2891.88,2896.68"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/595","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"different experts. As we move\nalong, developing this project","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2896.68,2900.94"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/596","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"further. down. I will stop here,\nagain. diktats to lyricist,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2900.94,2908.77"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/597","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"putting these webinars running\nwell, grant cycle, the grant","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2908.8,2912.67"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/598","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"program takes lots of time,\nenergy and effort being thanks","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2912.67,2918.1"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/599","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to everyone at lettuces for\nmaking this happen. We'll be","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2918.1,2923.83"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/600","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"happy to take any questions at\nthis point.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2923.83,2925.78"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/601","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Leigh Grinstead: Thank you all\nso much. This is so fascinating.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2928.57,2934.93"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/602","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And what you were able to sort\nof learn and do and sort of","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2935.23,2939.76"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/603","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"generate I think it's just been\nis fabulous. And just really","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2939.88,2944.35"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/604","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"interesting to think about how\nthis may impact the kind of","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2944.35,2948.43"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/605","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"cataloguing that we do moving\nforward. If anyone would like to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2948.43,2953.23"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/606","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"ask any questions, please do\nfeel free to read to type in the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2953.23,2957.88"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/607","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"text chat. We will read your\nquestions out into the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2957.88,2963.16"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/608","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"recording. My question as I see\nwe already have one coming in.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2963.16,2967.84"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/609","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But I do have a quick question.\nHave you tested this then with","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2967.84,2973.24"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/610","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the metadata librarians at the\nUS so have you used the program,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2973.24,2982.6"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/611","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"given them some samples and then\ntested with them? You know, what","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2983.41,2987.58"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/612","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"they would choose what they\nwouldn't choose? Are you sort of","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2987.58,2990.76"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/613","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"using this now? And my second\npart of that is how do you get","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2991.33,2995.74"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/614","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the JSON files into your digital\nasset management system to Have","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=2995.74,3000.84"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/615","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"them play with it. Those are my\nThose are my two questions.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3000.84,3004.35"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/616","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Unknown: Sure. I will defer the\nsecond one to both on and I can","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3005.009,3010.499"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/617","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"answer your first one. It's a\nvery interesting question. I","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3010.889,3016.559"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/618","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"forgot to mention that we did\napply for any digital humanities","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3018.329,3024.269"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/619","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"advancement grant last cycle,\neven though we did not get the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3024.779,3029.009"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/620","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"grant, we got pretty positive\nreviews and are hoping to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3029.009,3032.819"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/621","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"reapply soon. And one of the\ncomments was about how much time","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3032.819,3037.529"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/622","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we could save metadata\nspecialists, we started looking","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3037.529,3041.759"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/623","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"well, we started looking at some\nliterature haven't come across","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3041.939,3046.829"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/624","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"anything substantial yet. And we\nwere hoping to design a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3047.249,3051.509"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/625","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"controlled experiment, it may\nnot be scientifically validated.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3051.509,3055.499"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/626","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So to say that exactly the\nworkload that you articulated we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3055.889,3061.529"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/627","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"were we just had a discussion\nwith the head of our metadata","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3061.529,3068.339"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/628","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"division, and the digital\nlibrary to see whether we could","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3068.369,3073.289"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/629","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"start documenting the amount of\ntime it takes the end the doubt,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3073.319,3080.279"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/630","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"something like this, something\nlike Chico? So we don't have","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3081.389,3084.779"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/631","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"any. Yeah, but we are hoping to\ndo it in the next three months.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3084.779,3088.859"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/632","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Want to answer your question? So\nas I said earlier, so our web","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3091.979,3097.949"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/633","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"application still like prototype\nprototype, so once the generates","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3097.949,3102.179"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/634","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"a data output, we have to\nmanually upload those different","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3102.179,3106.049"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/635","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"results to the server with along\nwith the PHP script, there will","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3106.049,3111.569"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/636","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"be a radius JSON file and loaded\nto the web application. And we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3111.569,3116.849"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/637","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"do over must implement\nfunctionality to add it this","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3116.849,3120.719"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/638","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"result and send it back to the\nserver side data on file.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3120.719,3124.499"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/639","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Leigh Grinstead: Yes, yes. We do\nhave a question from the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3128.85,3132.39"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/640","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"audience at this point, how\nfeasible would something like","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3132.42,3136.11"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/641","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"this be for a library without\ntech support or a programmer","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3136.11,3139.53"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/642","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"dedicated to the program? or How\nsoon do you think that libraries","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3139.53,3143.55"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/643","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"could take something like this\non with minimal","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3143.55,3147.03"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/644","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Unknown: tech support? That?\nYeah, I mean, right now,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3147.299,3156.269"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/645","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"unfortunately, it does require\nsome level of programming help","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3156.329,3160.919"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/646","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and tech support, if each\ninstitution wants to set up the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3160.919,3166.409"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/647","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"infrastructure, and they rent,\nbut my hope is safer.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3166.439,3173.969"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/648","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Organizations like lorises could\nbe could they potentially played","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3174.869,3181.049"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/649","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"this role better, they could\nprovide the cloud infrastructure","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3181.049,3185.339"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/650","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as one of the services. And it\nwould enable different","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3185.369,3190.019"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/651","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"organizations to just upload\nthat data and get the data back.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3190.019,3194.219"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/652","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So not every institution has to\nrun the infrastructure","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3194.249,3197.549"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/653","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"themselves or train the model.\nGiven that a lot of work that","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3197.549,3202.319"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/654","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"happens in the libraries, we're\nall committed to the open","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3202.319,3205.349"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/655","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"nature, right? You do, a model\nthat is developed in one","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3205.349,3211.229"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/656","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Institute depends on the data\nthat they have access to, again,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3211.229,3215.819"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/657","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"going back to the bias and\nfairness questions, once we make","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3215.819,3219.509"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/658","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"sure that we have enough data to\ntrain a model. And once it's","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3219.509,3224.249"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/659","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"scientifically tested, and we\nagree that this is the model","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3225.299,3228.839"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/660","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that could perhaps start as a\nbaseline for work such as this,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3228.839,3234.299"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/661","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think it's pretty easy to\nimagine that one of the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3234.629,3237.809"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/662","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"organization's could potentially\nhost the infrastructure along","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3237.839,3240.989"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/663","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with the modules. And not\neveryone has to do it. Early on","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3240.989,3245.189"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/664","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in our project team, we looked\nat what it would take to maybe","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3245.189,3248.609"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/665","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"rather than set up our own\nhardware, what it would take to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3248.999,3252.929"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/666","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"rely on one of these cloud\nvendors like Amazon, or Google.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3253.169,3257.549"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/667","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"At some point, the training part\nmight get expensive, depending","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3258.689,3264.269"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/668","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"on what you're doing. But again,\nto your question, once things go","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3264.269,3269.339"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/669","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"into production, not every\ninstitution has to do the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3269.339,3272.129"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/670","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"training themselves, I think\nthere's gonna be a critical mass","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3272.129,3275.159"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/671","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of data. If we were to just look\nat, say what DPLA has, right?","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3275.159,3282.179"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/672","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And maybe tap into that database\nand generate these models, and","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3283.319,3287.369"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/673","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"then share it with all the\ninstitutions so they can use the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3287.369,3292.139"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/674","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"results rather than worry about\ntraining the models themselves.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3292.139,3295.169"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/675","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I don't know if that answers the\nquestion.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3295.319,3296.849"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/676","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Leigh Grinstead: I think it\nwould it answers that for me.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3300.69,3303.75"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/677","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But does that answer your\nquestion? Yeah, this looks so","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3303.75,3309.87"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/678","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"much more feasible than I had\nimagined. It'll be interesting","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3309.87,3312.3"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/679","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to watch the cooperative options\nand overall costs. And thank you","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3312.3,3316.23"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/680","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for a great presentation. I\nagree. And yes, that answers","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3316.23,3318.72"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/681","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"your question. Good. Quote,\nanother question seems to me","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3318.72,3322.47"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/682","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that collaboration on more\ndiverse training data that","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3322.47,3325.47"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/683","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"humans have supplied might be a\nuseful project. That's sort of a","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3325.47,3330.21"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/684","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"comment question. Yes,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3330.21,3333.69"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/685","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Unknown: I think Yeah, yeah.\nYeah. And in the prototype that","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3333.72,3339.84"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/686","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"broke on showed, you can imagine\nthat to be a feedback loop. One","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3339.84,3346.17"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/687","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of the challenges right now is\nwith the label generation part.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3346.17,3350.58"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/688","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Caption generation doesn't take\nso much time to set up needing","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3352.5,3357.87"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/689","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to find some data to do it. When\nit comes down to assigning","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3357.87,3363.72"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/690","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"labels, or keywords to an image,\nthere's not much data available","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3363.72,3370.41"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/691","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"right now. It's tedious work, we\nneed to have humans individually","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3370.41,3375.93"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/692","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"annotating images so that they\ncan identify different labels.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3376.02,3379.92"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/693","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"That's how the process works. So\nwe could actually, I think","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3379.95,3385.62"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/694","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that's a great question, there\nis tremendous opportunity to","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3385.62,3389.07"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/695","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"leverage collective expertise\nand labor that's available in","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3389.13,3394.95"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/696","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the glam sector. And think about\nthese training data sets much","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3394.95,3400.17"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/697","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"broadly.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3400.17,3400.68"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/698","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Leigh Grinstead: Great, any\nother questions at this point?","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3411.96,3416.7"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/699","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"We're almost at the top of the\nhour. I cannot thank you enough","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3418.5,3422.4"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/700","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for this. This is just again,\njust a fascinating project. And","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3422.4,3426.0"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/701","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I really look forward to hearing\nmore sort of where you take","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3426.0,3432.6"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/702","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"this. I'm going to keep my\nfingers crossed for you for the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3432.6,3436.83"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/703","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"NIH project. And yeah, it really\nprovides a lot of food for","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3436.86,3442.17"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/704","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"thought for so many of us. So\nthank you, all of you, I really","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3442.17,3447.33"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/705","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"appreciate it. Once again, we\nhave one final catalyst fund","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3447.33,3455.31"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/706","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"webinar coming up in about a\nweek or so. And that will be for","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3455.31,3461.4"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/707","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the University of Virginia,\ndigital collecting in times of","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3461.52,3465.84"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/708","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"crisis that will be the final in\nthe sixth presentations that we","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3465.84,3470.22"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/709","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"have done this year. Please look\nat our 2018 catalyst fund page","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3470.22,3474.96"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/710","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to see the other webinars, they\nare free. You can listen to them","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3475.11,3478.38"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/711","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at any time and spread the word\nabout this webinar, particularly","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3478.38,3482.91"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/712","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"amongst your colleagues. The\nrecording link should be on the","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3483.6,3487.11"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/713","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"web page, probably early next\nweek. So if you would share this","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3487.11,3491.19"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/714","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with your colleagues, I think\nthe more people that hear this,","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3491.19,3493.98"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/715","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and start to think about it, the\nbetter work we will all be","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3494.34,3500.13"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/716","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"moving head. So thank you.\nReally appreciate your time","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3500.49,3504.54"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/717","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"today. And thanks for joining\nus.","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3504.54,3507.9"},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/718","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Unknown: Thanks me. Thank you","format":"text/plain"},"target":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641#t=3509.969,3511.109"}]},{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677","type":"AnnotationPage","label":{"en":["English [Transcript]"]},"items":[{"id":"https://lyrasis.aviaryplatform.com/collections/1555/collection_resources/48575/file/121641/transcript/32677/annotation/719","type":"Annotation","motivation":"subtitling","body":{"type":"TextualBody","value":"https://d9jk7wjtjpu5g.cloudfront.net/file_transcripts/associated_files/000/032/677/original/public-art-archive-implementation.vtt?1633535351","format":"text/vtt","language":"en"},"target":"https://d9jk7wjtjpu5g.cloudfront.net/file_transcripts/associated_files/000/032/677/original/public-art-archive-implementation.vtt?1633535351"}]}]}]}