Monte Carlo Tree Search

A Two-Part Series Exploring MCTS and its potential when used alongside a neural network.

Monte Carlo Tree Search Sat Mar 10 2018
ml data science

A brief introduction to Monte Carlo tree search, a powerful reinforcement learning technique that's been employed in some of the most revolutionary game playing AI, including AlphaGo and AlphaZero.

Series: Monte Carlo Tree Search
Integrating Monte Carlo Tree Search and Neural Networks Tue Jul 03 2018
ml reinforcement-learning

A discussion of how to use neural networks as a rollout policy in Monte Carlo Tree Search, and how to use MCTS to train the neural network.

Series: Monte Carlo Tree Search