machine_learning

Artificial Intelligence

• Search algorithms for Pacman (DFS, BFS, UCS, A*)
• Multi-agents Pacman (Reflex, Minimax, AlphaBeta, Expectimax, Evaluation function)

Machine Learning

• Theory of learning: error bound, bias-variance, simulation experiments, overfitting, regularization
• Linear model: perceptron, linear/logistic regression, nonlinear transform
• Other models: bagged tree, adaboost with decision dump