論文紹介:Dueling network architectures for deep reinforcement learningKazuki Adachi
Wang, Ziyu, et al. "Dueling network architectures for deep reinforcement learning." Proceedings of The 33rd International Conference on Machine Learning, PMLR 48:1995-2003, 2016.
Computational Motor Control: Reinforcement Learning (JAIST summer course) hirokazutanaka
This is lecure 6 note for JAIST summer school on computational motor control (Hirokazu Tanaka & Hiroyuki Kambara). Lecture video: https://www.youtube.com/watch?v=GHMcx5F0_j8
論文紹介:Dueling network architectures for deep reinforcement learningKazuki Adachi
Wang, Ziyu, et al. "Dueling network architectures for deep reinforcement learning." Proceedings of The 33rd International Conference on Machine Learning, PMLR 48:1995-2003, 2016.
Computational Motor Control: Reinforcement Learning (JAIST summer course) hirokazutanaka
This is lecure 6 note for JAIST summer school on computational motor control (Hirokazu Tanaka & Hiroyuki Kambara). Lecture video: https://www.youtube.com/watch?v=GHMcx5F0_j8
3. 紹介する論文について
Playing Atari with Deep Reinforcement Learning
arXiv:1312.5602v1 [cs.LG] 19 Dec 2013
Volodymyr Mnih, Koray Kavukcuoglu, David Silver,
Alex Graves, Ioannis Antonoglou
Daan Wierstra, Martin Riedmiller
• DNNを利用したQ-Learningの改善
• あらゆる環境に対して単一のネットワークで成果を出すことに成功
概要
背景
• 強化学習による特殊なタスクの解決
• 手動の設定、入力の変換といった問題点
DeepMind Technologies