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🚕 Explore the world of Monte Carlo Control, Monte Carlo Tree Search, and Rapid Action Value Estimation in this interactive tutorial tailored to the Taxi domain. Dive into detailed visual demos, accompanied by a comprehensive table tracking algorithmic metrics at each step. Perfect for beginners and enthusiasts alike!

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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

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🚕 Explore the world of Monte Carlo Control, Monte Carlo Tree Search, and Rapid Action Value Estimation in this interactive tutorial tailored to the Taxi domain. Dive into detailed visual demos, accompanied by a comprehensive table tracking algorithmic metrics at each step. Perfect for beginners and enthusiasts alike!

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