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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