State, Action, and Reward Quiz

Explore states, choose actions, calculate rewards, analyze transitions, and strengthen reinforcement learning skills through practical scenarios, instant feedback, challenges, and reports for every learner.

Quiz setup

Build a focused practice session from 132 questions.

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Interactive grid-world lab

Move the agent, observe state changes, and collect rewards.

State: (0, 0)
Last action: None
Last reward: 0
Cumulative reward: 0

Rules: each valid move costs -1, hazards cost -5, walls block movement, and the goal gives +10.

Performance report

Detailed review

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