CS 181
General
Syllabus
Calendar
Staff
Office Hours
Resources
Beyond CS 181
Schedule
Lecture Recaps
Sections
HW
Resources
Course Textbook
A version 0.0 of course notes can be found
here
.
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