Reading 13: Reinforcement Learning and Agentic LLMs

Readings

• • Slides
• • FCA - Chapter 13
• • D2L - Chapter 17
• • RL (HdM)
• • Deep RL (HdM)
• • Blank Slides

Videos

• • Panopto
• • Harvard CS50 (1:09:57 - 1:38:24)
• • Stanford CS221
• Reinforcement Learning: Essential Concepts (Statquest)
• Reinforcement Learning with Neural Networks: Essential Concepts (Statquest)
• • Reinforcement Learning with Neural Networks: Mathematical Details (Statquest)
• • Multi-Agent Hide and Seek
• • AlphaGo - The Movie
• • I Trained an AI to Play Balatro Using Reinforcement Learning

Notebooks

• • RL Lunar Lander
• • RL (rasbt)

Blogposts

• • Multi-Armed Bandit (Lilian)
• • RL (Lilian)
• • Deep RL (Lilian)
• • AlphaGo (Karpathy)

Readings

Videos

Notebooks