Course Textbook

The course notes can be found here. Corrections or improvements are welcome in the corresponding GitHub repository.

Previous years of CS 1810

• 2024 by Prof. Finale Doshi Velez & Prof. David Alvarez-Melis
• 2023 by Prof. Weiwei Pan
• 2022 by Prof. Finale Doshi Velez
• 2021 by Prof. Finale Doshi Velez & Prof. David Parkes
• 2020 by Prof. Finale Doshi-Velez

Relevant Textbooks

• Bishop 2006, Pattern Recognition and Machine Learning
• Murphy 2012, Machine Learning: A Probabilistic Perspective
• Petersen and Pedersen 2012, The Matrix Cookbook
• Murphy 1998, Bayesian Network Tutorial
• Rabiner 1989, Tutorial on HMMs
• Sutton and Barto 2018, Reinforcement Learning: An Introduction
• Deisenroth, Faisal, and Ong 2020, Mathematics for Machine Learning