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所有代码都是用Python 3编写的,并使用OpenAI Gym的RL环境。高级技术使用Tensorflow实现神经网络。 This repository provides code, exercises and solutions for popular Reinforcement Learning algorithms. These are meant to serve as a learning tool to complement the theoretical materials from Reinforcement Learning: An Introduction (2nd Edition) David Silver's Reinforcement Learning Course Each folder in corresponds to one or more chapters of the above textbook and/or course. In addition to exercises and solution, each folder als
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基于python的强化学习算法Implementation of Reinforcement Learning Algorithms.zip (63个子文件)
基于python的强化学习算法reinforcement-learning-master
DP
Gamblers Problem Solution.ipynb 36KB
Value Iteration.ipynb 9KB
Gamblers Problem.ipynb 4KB
Value Iteration Solution.ipynb 6KB
Policy Evaluation Solution.ipynb 5KB
Policy Iteration Solution.ipynb 8KB
Policy Evaluation.ipynb 7KB
README.md 3KB
Policy Iteration.ipynb 11KB
PolicyGradient
CliffWalk Actor Critic Solution.ipynb 98KB
CliffWalk REINFORCE with Baseline Solution.ipynb 104KB
README.md 5KB
Continuous MountainCar Actor Critic Solution.ipynb 14KB
a3c
train.py 4KB
estimator_test.py 4KB
worker_test.py 3KB
policy_monitor_test.py 1KB
worker.py 7KB
estimators.py 7KB
README.md 741B
policy_monitor.py 4KB
MC
Blackjack Playground.ipynb 7KB
Off-Policy MC Control with Weighted Importance Sampling.ipynb 5KB
Off-Policy MC Control with Weighted Importance Sampling Solution.ipynb 284KB
MC Control with Epsilon-Greedy Policies Solution.ipynb 252KB
MC Prediction.ipynb 3KB
README.md 3KB
MC Prediction Solution.ipynb 508KB
MC Control with Epsilon-Greedy Policies.ipynb 5KB
DQN
Deep Q Learning Solution.ipynb 23KB
Double DQN Solution.ipynb 21KB
dqn.py 16KB
Deep Q Learning.ipynb 20KB
.gitignore 12B
README.md 3KB
Breakout Playground.ipynb 20KB
LICENSE 1KB
__init__.py 0B
FA
Q-Learning with Value Function Approximation.ipynb 129KB
MountainCar Playground.ipynb 29KB
Q-Learning with Value Function Approximation Solution.ipynb 187KB
README.md 3KB
MDP
README.md 3KB
TD
Q-Learning Solution.ipynb 134KB
Cliff Environment Playground.ipynb 3KB
SARSA Solution.ipynb 91KB
Windy Gridworld Playground.ipynb 4KB
SARSA.ipynb 64KB
Q-Learning.ipynb 66KB
README.md 3KB
.gitignore 1KB
lib
atari
helpers.py 829B
__init__.py 1B
state_processor.py 1KB
plotting.py 3KB
__init__.py 0B
envs
gridworld.py 4KB
windy_gridworld.py 3KB
__init__.py 0B
cliff_walking.py 3KB
blackjack.py 4KB
Introduction
README.md 1KB
README.md 6KB
共 63 条
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- HinomotoOniko2022-10-11简直是宝藏资源,实用价值很高,支持!
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