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State space and heuristic search

  • Iterative deepening depth first search
  • Bidirectional graph search
  • A* graph search with heuristics

Local and evolutionary search

  • Hill climbing with restarts
  • Simulated annealing
  • Local beam search
  • Genetic algorithm for optimization

Adversarial search and games

  • Minimax search
  • Alpha beta pruning
  • Monte Carlo tree search

Logic and constraint satisfaction

  • DPLL algorithm for SAT
  • Backward chaining for Horn clauses
  • Backtracking search for CSPs with MRV and LCV
  • AC-3 arc consistency for CSPs

Probabilistic reasoning and sequential decision making

  • Naive Bayes classifier
  • Belief propagation in graphical models
  • Particle filtering for state estimation
  • Hidden Markov model inference
    • Forward algorithm
    • Forward backward algorithm
    • Viterbi algorithm
  • Markov decision processes
    • Value iteration
    • SARSA
  • STRIPS planning