Learning from Data (Caltech, Yaser Abu-Mostafa) video
Machine Learning Foundation (NTU, Hsuan-Tien Lin) video
Machine Learning Techniques (NTU, Hsuan-Tien Lin) video
CS229 Machine Learning (Stanford, Andrew, Ng)video
Understanding Machine Learning (University of Waterloo, Shai Ben-David) video
Machine Learning (CMU, Tom Mitchell) video
Statistical Learning (Stanford, Trevor Hastie, Rob Tibshirani) video
CS224N Natural Language Processing with Deep Learning (Stanford,2019) slides video
CS231N Convolutional Neural Networks for Visual Recognition (Stanford) slides video
Reinforcement Learning (UCL, David Silver) slides videos
CS294 Reinforcement Learning (UC Berkeley, Sergey Levine) videos
Deep RL Bootcamp (UC Berkeley) videos+slides
Advanced Deep Learning and Reinforcement Learning (UCL + DeepMind) videos
Advanced Topics in DL, GAN, Deep RL, DL Theory (NTU, 李宏毅) videos
CMU10703 Deep Reinforcement Learning and Control (CMU) videos
Open AI Deep RL (https://spinningup.openai.com/en/latest/)
CS234 Reinforcement Learning (Stanford,2019) videos
CS230 Deep Learning (Stanford,2018, Andrew Ng) videos
Learning from Data (Yaser S. Abu-Mostafa, Malik Magdon-Ismail, Hsuan-Tien Lin)
Introduction to Machine Learning (Ethem Alpaydin)
An Introduction to Statistical Learning (Gareth James, Daniela Witten, Trevor Hastie, Rob Tibshirani)
The Elements of Statistical Learning (Trevor Hastie, Rob Tibshirani)
Pattern Recognition and Machine Learning (Christopher M. Bishop)
Model-based Machine Learning (Christopher M. Bishop)
Deep Learning (Ian Goodfellow, Yoshua Bengio)
Reinforcement Learning: An Introduction (Richard Sutton, Andrew G. Barto)
Natural Language Processing (Jacob Eisenstein)
Dive into Deep Learning (Aston Zhang et al)
Bayesian Data Analysis, 3rd edition (Andrew Gelman et al)
Causal Inference (Hernán MA et al)
REINFORCEMENT LEARNING AND OPTIMAL CONTROL (Dimitri P. Bertsekas et al)
Richard Sutton Tutorial: Introduction to Reinforcement Learning with Function Approximation
Deep Learning and Reinforcement Learning Summer School, Toronto 2018 Link