Reinforcement learning · MLD-0397
Exploration-exploitation tradeoff
Balancing information-gathering actions against actions with high current estimated reward.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Try an uncertain action versus a known good one.
Original caveat
Exploration can incur real costs or risks.
Context and aliases
Level: Intermediate. Stages: Theory · Training · Evaluation.
Tags: RL · DL · SLM · LLM.
Aliases: None recorded.
Related concepts
Concepts linking here
Original references
- OpenAI Spinning Up: reinforcement learning ↗ · Consulted
- TRL documentation ↗ · Consulted
- Original reference URL ↗