CS 188 Resources

By Allen Guo

About me

• Email: allenguo@berkeley.edu
• Office hours: Mondays 5-6pm at 531 Cory Hall
• Anonymous feedback form: link
  • Please give me suggestions, comments, questions, etc.

General resources

• Overview of Python 2
• pdb Cheatsheet

Search

• Graph search vs. tree search
• Alternate explanation of A* as reweighting paths (monotonic is a synonym for consistent)

CSPs and game trees

• Alpha-beta pruning notes
• Alpha-beta pruning animation/practice

MDPs and RL

• Concise, formal introduction to MDPs and POMDPs (chapters 1-2 only)

Probability

• Intuition for Bayes' rule

Bayes nets, HMMs, and ML

• Backpropagation notes
• Handouts from Stanford's ML course