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Passive & active reinforcement learning

Level: Intermediate

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Timeline

1992Q-learning (Watkins and Dayan). source
2013Deep Q-learning: a convolutional network learns to play Atari games from raw pixels using reinforcement learning (Mnih et al.). source

Sources

AIMA 4th ed., § 22.2 Verified 2026-11-09
AIMA 4th ed., § 22.3 Verified 2026-11-09
Mnih et al. — Playing Atari with Deep Reinforcement Learning (2013) Verified 2026-11-09
Watkins, Dayan — Q-learning (1992) Verified 2026-11-09