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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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Monte_Carlo_Control.png
Monte_Carlo_Control.png
 
 
Monte_Carlo_Control_and_MCTS.ipynb
Monte_Carlo_Control_and_MCTS.ipynb
 
 
Monte_Carlo_Control_complete.png
Monte_Carlo_Control_complete.png
 
 
Monte_Carlo_Control_small.png
Monte_Carlo_Control_small.png
 
 
Monte_carlo_control_algorithm_book.png
Monte_carlo_control_algorithm_book.png
 
 
README.md
README.md
 
 
Taxi_domain_show.png
Taxi_domain_show.png
 
 
benchmark.png
benchmark.png
 
 
beta.png
beta.png
 
 
mcc_vs_mcts.png
mcc_vs_mcts.png
 
 
mcts_4_steps.png
mcts_4_steps.png
 
 
monte_carlo_control_algorithm.png
monte_carlo_control_algorithm.png
 
 
monte_carlo_prediction.png
monte_carlo_prediction.png
 
 
new_comparison_mcc_vs_mcts_vs_rave.png
new_comparison_mcc_vs_mcts_vs_rave.png
 
 
performance.png
performance.png
 
 
policy_iteration.png
policy_iteration.png
 
 
policy_iteration_complete.png
policy_iteration_complete.png
 
 
policy_iteration_complete_full.png
policy_iteration_complete_full.png
 
 
rave.png
rave.png
 
 
results.pickle
results.pickle
 
 

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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!

Topics

reinforcement-learning monte-carlo tree-search monte-carlo-tree-search interac monte-carlo-control rapid-action

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