AlphaGo Zero: Starting from scratch

Mastering the game of Go without human knowledge

intro

Residual neural network

• Deep Residual Learning for Image Recognition

Monte Carlo tree search

• Batch Monte Carlo Tree Search

Cross-entropy

• The Key Equation Behind Probability

Backpropagation

• Backpropagation, intuitively | Deep Learning Chapter 3
• The Most Important Algorithm in Machine Learning

Gradient descent

• Gradient descent, how neural networks learn | Deep Learning Chapter 2

Elo rating system

• Whole-History Rating: A Bayesian Rating System for Players of Time-Varying Strength
• How Deep Is Your Go?

curl -s -F "sgfs=@<.sgf>" -F "player=<player>" https://howdeepisyourgo.org | grep "rating"

Zobrist hashing

sgf