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How AI Learns - A Deep Conversation with Reinforcement Learning and AlphaGo

Tom Rocks Maths via YouTube

Overview

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Explore the cutting-edge world of artificial intelligence through an in-depth interview with David Silver, the 2019 ACM Prize winner whose groundbreaking work on reinforcement learning and AlphaGo revolutionized computer game-playing. Delve into Silver's pioneering research that enabled AI systems to master complex games like Go, chess, and shogi without human knowledge, relying solely on self-play and reinforcement learning algorithms. Discover how these breakthrough techniques in deep reinforcement learning have broader implications for AI development and the future of machine learning. Learn about the technical foundations behind AlphaGo's historic victories and understand how reinforcement learning principles can be applied beyond gaming to solve real-world problems. Gain insights into Silver's vision for the future of AI, including discussions about the transition from traditional programming approaches to experience-based learning systems. Recorded at the prestigious Heidelberg Laureate Forum, this conversation provides unique access to one of the most influential researchers in modern AI, offering both technical depth and accessible explanations of complex concepts in machine learning and artificial intelligence.

Syllabus

How AI Learns: A Deep Conversation with David Silver (2019 ACM Prize)

Taught by

Tom Rocks Maths

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