ZRzntaOCbaSuWmTMeN23Zg==;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
- Why this page exists
- Deep-Dive Pages
- What makes RL different from supervised and unsupervised learning
- The agent-environment loop
- Markov Decision Processes (MDPs)
-
Policies and value functions — the two things an agent can learn
- The Bellman equation — the recursive structure of value
-
The taxonomy: model-based vs model-free, value vs policy
- Temporal-difference learning — learning without waiting
- Q-learning — the foundation of value-based RL
- Policy gradients — optimizing the policy directly
- Actor-critic methods — combining the best of both
- PPO — the workhorse of modern RL
-
Exploration vs. exploitation — the fundamental dilemma
- From tabular to deep RL — function approximation
- Reward shaping and its dangers
- RLHF and LLM alignment — RL meets language models
- Multi-agent RL — when the environment has other agents
-
RL in the context of this interview
-
RL for LLM reasoning — emergent capabilities and training insights
- Further reading