Tracking Progress in Learning Systems

Background

• Expert Systems - Wikipedia page
• CLIPS - Wikipedia page
• Reinforcement Learning - Wikipedia Page

Books

• Expert Systems: Principles and Programming
  • Related to CLIPS
• Building Expert Systems
• Reinforcement Learning: An Introduction

Applications

• TD Gammon
• CLIPS
  • CLIPS.net
    • Applications/papers on CLIPS
  • CLIPS ins shuttle mission control
  • Slicon Valley One - CLIPS
• Samuel’s Checkers Player
  • First slef-play system
• Watson’s Daily-Double Wagering
• Optimizing Memory Control
• Human-level video game play
• AlphaGo:
  • Deep Mind Blog Post
  • Paper from Nature
• AlphaGo Zero:
  • AlphaGo Zero: Starting from scratch post
• Alpha Zero:
  • Paper: Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm
• MuZero:
  • Deep Mind Blog Post
  • Paper: Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
• Alpha Fold
  • AlphaFold: a solution to a 50-year-old grand challenge in biology post
  • AlphaFold: Using AI for scientific discovery post
  • Putting the power of AlphaFold into the world’s hands post
  • AlphaFold2 Explained
• Alpha Star
  • AlphaStar: Grandmaster level in StarCraft II using multi-agent reinforcement learning post
• OpenAI Five
  • OpeanAI Blog Post
  • Paper: Dota 2 with Large Scale Deep Reinforcement Learning
• CS159: Data-Driven Algorithms
  • Lecture schedule