Project 1 - Search

Depth First Search, Breadth First Search, Uniform Cost Search, A* Search, Heuristics, Suboptimal Search

Challenge 1 - Multiple Agents PacMan

Project 2 - Adversarial Search

Reflex Agent, Minimax, Alpha-Beta Pruning, Expectimax, Evaluation Functions

Project 3 - Reinforcement Learning

Policies, Asynchronous Value Iteration, Prioritized Sweeping Value Iteration, Q-Learning, Epsilon Greedy, Approximate Q-Learning

Project 4 - Ghostbusters

Exact Inference, Approximate Inference, Joint Particle Filtering

Project 5 - Machine Learning

Perceptrons

Non-linear Regression

Digit Classification

Language Identification