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Tutorial on Monte Carlo Control, Monte Carlo Tree Search and Rapid Action Value Estimation (variant of Monte Carlo Tree Search) applied to the Taxi domain with interactive visual demos and a table that shows the metrics of each algorithm at every step. Open Monte_Carlo_Control_and_MCTS.ipynb to see more.

Taxi Domain

Taxi_domain_show

Monte Carlo Control Algorithm

monte_carlo_control_algorithm

Monte Carlo Control

Monte Carlo Tree Search

mcts_4_steps

Monte Carlo Tree Search

Rapid Action Value Estimation

rave

Rapid Action Value Estimation