Reinforcement Learning from scratch

Graphics in 5 Minutes · Beginner ·📐 ML Fundamentals ·2y ago
How does Reinforcement Learning work? A short cartoon that intuitively explains this amazing machine learning approach, and how it was used in AlphaGo and ChatGPT. Part 1 of 3. 0:00 - intro 0:13 - pong 0:28 - the policy 0:51 - policy as neural network 1:32 - supervised learning 2:51 - reinforcement learning using policy gradient 4:24 - minimizing error using gradient descent 4:45 - probabilistic policy 5:01 - pong from pixels 6:58 - visualizing learned weights 8:18 - pointer to Karpathy "pong from pixels" blogpost
Watch on YouTube ↗ (saves to browser)

Chapters (11)

intro
0:13 pong
0:28 the policy
0:51 policy as neural network
1:32 supervised learning
2:51 reinforcement learning using policy gradient
4:24 minimizing error using gradient descent
4:45 probabilistic policy
5:01 pong from pixels
6:58 visualizing learned weights
8:18 pointer to Karpathy "pong from pixels" blogpost
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