- Intro to AI
- Uninformed Search
- A* Search and Heuristics
- CSPs
- Game Trees: Minimax
- Game Trees: Expectimax, Utilities
- MDPs
- Reinforcement Learning
- Probability
Bayesian Networks
Representation
Inference
Sampling
Decision Networks
HMMs
Particle Filtering and Applications of HMMs
Machine Learning
Naïve Bayes
Perceptrons and Logistic Regression
Optimization
Neural Networks
Decision Trees
Robotics
Language
Vision
Advanced Topics
CS 188: Introduction to Artificial Intelligence.
Pieter Abbeel; Dan Klein.
inst.eecs.berkeley.edu .