文件名称:Google DeepMind的David Silver的强化学习课程讲义
文件大小:20.35MB
文件格式:ZIP
更新时间:2019-07-11 02:42:32
强化学习
Google DeepMind的David Silver的强化学习课程讲义,包括Markov Decision Processes、Planning by Dynamic Programming、Model-Free Prediction、Model-Free Control、Function Approximation、Policy Gradient Methods、Integrating Learning and Planning、Exploration and Exploitation以及游戏案例分析。视频:https://www.youtube.com/playlist?list=PL5X3mDkKaJrL42i_jhE4N-p6E2Ol62Ofa
【文件预览】:
Lecture 2 Markov Decision Processes.pdf
Lecture 5 Model-Free Control.pdf
Lecture 6 Value Function Approximation.pdf
Lecture 1 Introduction to Reinforcement Learning.pdf
Lecture 4 Model-Free Prediction.pdf
Lecture 7 Policy Gradient Methods.pdf
Lecture 3 Planning by Dynamic Programming.pdf
Lecture 9 Exploration and Exploitation.pdf
Case Study - RL in Games.pdf
Lecture 8 Integrating Learning and Planning.pdf