Patrick Winston - Artificial Intelligence (1977) Tom M. Mitchell - Machine Learning (1997) Charu C. Aggarwal - Neural Networks and Deep Learning A Textbook (2018) Simon J.D. Prince - Understanding Deep Learning (2023)
[note: videos recorded in 2010, apart from lectures 12a/12b recorded in 2015] MIT 6.034 Artificial Intelligence, Fall 2010 - YouTube videos: 23 duration: 18:42:06 average duration: 48:47 (further videos): 7 (duration): 05:35:20 (average duration): 47:54 [note: the original lecture 12 recorded in 2010 (before AlexNet's 2012 ImageNet successes)] 12. Learning: Neural Nets, Back Propagation - YouTube [note: videos from a 2012 course] Neural Networks for Machine Learning — Geoffrey Hinton, UofT [FULL COURSE] - YouTube videos: 78 duration: 12:43:30 average duration: 09:47 MIT RES.LL-005 Mathematics of Big Data and Machine Learning, IAP 2020 - YouTube videos: 20 duration: 14:12:09 average duration: 42:36 Practical Deep Learning for Coders (2020) - YouTube videos: 9 duration: 16:05:01 average duration: 01:47:13 [note: videos posted in 2022/2023] Practical Deep Learning Part 2 - YouTube videos: 19 duration: 31:50:27 average duration: 01:40:33
[note: many, but not all, are AI-related] [note: first video posted in 2018] Lex Fridman Podcast - YouTube videos: 447 duration: 1077:51:38 average duration: 02:24:40
artificial intelligence + machine learning - YouTube videos: 35 duration: 10:46:36 average duration: 18:28