ML Study Resources

| update: 2023-01-31 (update RL resources)

Glossary#

• Machine Learning Glossary | Google Developers

Blogs#

• Lil’Log
• The Batch | DeepLearning.AI
• Distill - Latest articles about machine learning
• Google AI Blog

Books#

Math

• Mathematics for Machine Learning - Marc Peter Deisenroth, A Aldo Faisal, Cheng Soon Ong

Machine Learning

• Dive into Deep Learning
• Pattern Recognition and Machine Learning (번역서) - Christopher Bishop
• Probabilistic Machine Learning: An Introduction - Kevin Murphy
• The Elements of Statistical Learning: Data Mining, Inference, and Prediction - Trevor Hastie, Robert Tibshirani, Jerome Friedman

Reinforcement Learning

• Reinforcement Learning: An Introduction - Richard S. Sutton, Andrew G. Barto

Lectures#

Machine Learning

• Tom Mitchell’s Machine Learning
• CSEP 546 - Machine Learning
  • Autumn 2019 @Geoff Hulten (Video)
  • Autumn 2023 @Kevin Jamieson
• CS230: Deep Learning (Video - Autumn 2018)
• The Deep Learning Lecture - Deep Mind x UCL (2020)

Vision

• CS231n: Convolutional Neural Networks for Visual Recognition

Graph

• CS224W: Machine Learning with Graphs

Reinforcement Learning

• Reinforcement Learning - Deep Mind, David Silver

Tutorial#

• the UvA Deep Learning Tutorials