A visual guide on Reinforcement Learning - the 6 things that makes it “click”

Neural Breakdown with AVB · Beginner ·🤖 AI Agents & Automation ·6mo ago
In this video, I will give you the "big picture" that makes everything click when it comes to learning Reinforcement Learning. The slides, animations, and side material are all available on my Patreon! You can also read my blog article here: https://towardsdatascience.com/the-handbook-of-reinforcement-learning-guide-to-the-foundational-questions/ Follow me on Twitter: https://x.com/neural_avb To join our Patreon, visit: https://www.patreon.com/NeuralBreakdownwithAVB We'll break down a simple framework of just 6 fundamental questions that EVERY RL algorithm must try to answer. By understan…
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Chapters (10)

Intro
2:59 Basics of RL
6:44 What it can see, what it can do
9:03 How it explores
11:43 Models and Dynamics
13:50 Evaluating states and Q-values
19:37 TD Learning, MC Sampling
22:33 Policy Gradients, Actor Critics
28:53 Stability and Plasticity
32:00 Outro
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