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Using rainbow to play Qbert - Which feature in Rainbow has the biggest effect on learning?

youtu.be/kvle_xmbgc4

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495-project-Qbert

Using rainbow to play Qbert - which feature in Rainbow has the biggest effect on learning

Youtube: https://youtu.be/kVLe_XmBGc4

Vanilla Q-learning

deepQ_keras_Qbert_v5.ipynb

Rainbow with modifications

Results

Rainbow

Q
Reward

Rainbow without prioritized memory replay

Q
Reward

Rainbow without Dueling DQN (turned out to be the most important)

Q
Reward

Rainbow without Lossy Net

Q
Reward

C51 to C5 distributional learning

Q
Reward

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Using rainbow to play Qbert - Which feature in Rainbow has the biggest effect on learning?

youtu.be/kVLe_XmBGc4

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