Deep Q-Network

AI and Machine Learning · Reinforcement Learning · 2013 · also: DQN · deep-q-network.yaml

Replaces the Q table with a convolutional network reading pixels. The result that made reinforcement learning on raw sensory input look tractable.

• supersedescorrects · extends
• classifiesspecializes · part-of
• substitutes forapproximates · alternative-to
• depends onrequires · validates

Colour is the family; a dashed line is the second member of it.

This node

• correctsfixes a defect in Q-Learninga table cannot cover a high-dimensional state space

Referenced by

• correctsExperience Replay fixes a defect in thisconsecutive transitions are correlated

References

• Playing Atari with Deep Reinforcement Learning — Mnih et al. — 2013 · link