AlphaZero from Scratch – Machine Learning Tutorial

By freeCodeCamp.org
Published: Feb 28, 2023

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In this machine learning course, you will learn how to build AlphaZero from scratch. AlphaZero is a game-playing algorithm that uses artificial intelligence and machine learning techniques to learn how to play board games at a superhuman level.

Trained Models + Code for each Chapter: https://github.com/foersterrobert/AlphaZeroFromScratch
AlphaZero-Paper: https://arxiv.org/pdf/1712.01815.pdf

Robert Förster created this course.
Website: https://robertfoerster.com/

Contents
• (0:00:00) Introduction
• (0:01:35) Overview – Part 1
• (0:05:43) MCTS-Explained
• (0:27:03) AlphaMCTS-Explained
• (0:39:05) Overview – Part 2
• (0:45:14) Chapter 1: TicTacToe
• (1:00:32) Chapter 2: MCTS
• (1:34:54) Chapter 3: Model
• (2:03:09) Chapter 4: AlphaMCTS
• (2:16:39) Chapter 5: AlphaSelfPlay
• (2:35:13) Chapter 6: AlphaTrain
• (2:47:15) Chapter 7: AlphaTweaks
• (3:08:18) Chapter 8: ConnectFour
• (3:21:48) Chapter 9: AlphaParallel
• (3:55:59) Chapter 10: Eval

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