CS 1810
Syllabus
Staff
Resources
Schedule
Sections
HW
Resources
Previous years of CS 1810
2025
by Prof. Finale Doshi-Velez & Prof. David Alvarez-Melis
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