Lecture11 - Protein Language Models - MLCB24
Автор: Manolis Kellis
Загружено: 2024-10-10
Просмотров: 7101
Описание:
Playlist: https://tinyurl.com/MLCBlectures
Notes: https://tinyurl.com/MLCB24notes
Lecture Slides: https://www.dropbox.com/scl/fi/0fdbvx...
Lecture Chapter: https://www.dropbox.com/scl/fi/ne3s8a...
0:00 Parallels of NLP and Protein language models
9:02 The protein alphabet
13:49 Multiple sequence alignments
17:14 Mutation effect prediction
23:22 Beyond multiple sequence alignments
28:12 Training masked language models
37:57 Model evaluation
44:14 Model embeddings
56:24 Attention maps
59:05 Protein design
1:00:51 Case study on viral evolution
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