Скачать или смотреть Dueling Network Architectures for Deep Reinforcement Learning - Part #1. [Machine Learning]

A discussion on the Dueling Network Architectures for Deep Reinforcement Learning paper by the Google DeepMinds team. This is part 1 of 2 of the Dueling Network Architectures for Deep Reinforcement Learning paper series. This video also follows our series delving into the various topics of reinforcement learning topics in machine learning. Thanks for watching!

Intro: 0:00
Introduction Section: 0:55
Background Section: 3:05
Dueling Network Architecture Section: 5:52
Wrap Up: 7:38

WORKS AND RESOURCES SHOWN (in order of appearance):

PAPERS ----

Dueling Network Architectures for Deep Reinforcement Learning:
Wang Z., Schaul T., Hessel M., van Hasselt H., Lanctot M., de Freitas N. Google DeepMind. (2016). Dueling Network Architectures for Deep Reinforcement Learning. arXiv:1511.06581.

Playing Atari with Deep Reinforcement Learning:
Mnih V., Kavukcuolgu K., Silver D., Graves A., Antonoglou I., Wierstra D., Riedmiller M. (2013). Playing Atari with Deep Reinforcement Learning. NIPS Deep Learning Workshop 2013. arXiv:1312.5602.

Deep Reinforcement Learning with Double Q-Learning: Hasselt H., Guez A., Silver D, Google Deepmind. (2015). Deep Reinforcement Learning with Double Q-learning. AAAI 2016. arXiv:1509.06461.

Prioritized Experience Replay: Schaul T., Quan J., Antonoglou I., Silver D. (2015). Prioritized Experience Replay. ICLR 2016. arXiv:1511.05952.

VIDEOS ----

Part #1 to Intro to Reinforcement Learning:
   • Intro to Reinforcement Learning. [Machine ...  

Part #2 to Intro to Reinforcement Learning:
   • Intro to Reinforcement Learning #2.  [Mach...  

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