๐Ÿงญ Roadmap โ€บ 08 ยท Advanced Alignment โ€บ Reinforcement Learning (RLHF) โ€บ Policy Model
โ† Reinforcement Learning (RLHF)

Policy Model

๐Ÿ”ด Core
Area08 ยท Advanced Alignment
TopicReinforcement Learning (RLHF)
Topic priority๐Ÿ”ด MUST
Subtopic5 of 10
Study this using 5 phases
๐Ÿง  01 Understand

What is Policy Model? Why does it exist? Where does it appear in Reinforcement Learning (RLHF)?

๐Ÿ‘๏ธ 02 Visualize

Draw or describe a visual model of Policy Model. What does it look like conceptually?

โœ๏ธ 03 Calculate

Work through a concrete manual example of Policy Model with real numbers or pseudocode.

โš–๏ธ 06 Compare

How is Policy Model different from related concepts in Reinforcement Learning (RLHF)? What are the trade-offs?

๐Ÿ—ฃ๏ธ 07 Explain

Explain Policy Model in plain language using an analogy. Could a non-expert follow it?

โ† PPO (Proximal Policy Optimization) KL Divergence Constraint โ†’
โ†‘ All subtopics in Reinforcement Learning (RLHF)
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