DeepMind's AlphaGo Zero and AlphaZero | RL paper explained
❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ In this video I cover AlphaGo Zero (and AlphaZero), an agent that learned, through pure self-play and zero human knowledge, to beat all of the best human players and algorithms in Go, Chess, and Shogi. You'll learn about: ✔️AlphaGo Zero (Mastering the game of go without human knowledge) ✔️AlphaZero (A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play) ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ✅ AlphaGo Zero paper: http://augmentingcognition.com/assets/Silver2017a.pdf ✅ AlphaZero paper: https://arxiv.org/abs/1712.01815 ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ⌚️ Timetable: 00:00 - AlphaGo lineage of agents 02:35 - Comparing AlphaGo Zero with AlphaGo 06:50 - High-level explanation of AlphaGo Zero inner workings 10:20 - MCTS recap 12:00 - Training details and curves 15:10 - Architecture impact 17:30 - Knowledge acquired 20:55 - Results 22:05 - Discovering joseki 23:40 - Human domain knowledge in AlphaGo Zero 25:30 - Pipeline overview 28:40 - Self-play thread explained 31:55 - Further details (PUCT recap, etc.) 35:50 - AlphaZero (what's new?) ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💰 BECOME A PATREON OF THE AI EPIPHANY ❤️ If these videos, GitHub projects, and blogs help you, consider helping me out by supporting me on Patreon! The AI Epiphany ► https://www.patreon.com/theaiepiphany One-time donation: https://www.paypal.com/paypalme/theaiepiphany Much love! ❤️ ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💡 The AI Epiphany is a channel dedicated to simplifying the field of AI using creative visualizations and in general, a stronger focus on geometrical and visual intuition, rather than the algebraic and numerical "intuition". ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 👋 CONNECT WITH ME ON SOCIAL LinkedIn ► https://www.linkedin.com/in/aleksagordic/ Twitter ► https://twitter.com/gordic_aleksa Instagram ► https://www.instagram.com/aiepiphany/ Facebook ► https://www.facebook.com/aiepiphany/ 👨👩👧👦 JOIN OUR DISCORD COMMUNITY: Discord ► https://discord.gg/peBrCpheKE 📢 SUBSCRIBE TO MY MONTHLY AI NEWSLETTER: Substack ► https://aiepiphany.substack.com/ 💻 FOLLOW ME ON GITHUB FOR COOL PROJECTS: GitHub ► https://github.com/gordicaleksa 📚 FOLLOW ME ON MEDIUM: Medium ► https://gordicaleksa.medium.com/ ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ #alphagozero #alphazero #deepmind
