{"id":20469524,"url":"https://github.com/huixxi/tensorflow2.0-for-deep-reinforcement-learning","last_synced_at":"2025-04-13T10:34:14.920Z","repository":{"id":41304304,"uuid":"117491712","full_name":"Huixxi/TensorFlow2.0-for-Deep-Reinforcement-Learning","owner":"Huixxi","description":"TensorFlow 2.0 for Deep Reinforcement Learning. :octopus:","archived":false,"fork":false,"pushed_at":"2023-08-30T13:20:58.000Z","size":3910,"stargazers_count":86,"open_issues_count":1,"forks_count":25,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-03-27T01:51:29.684Z","etag":null,"topics":["deep-learning","deep-reinforcement-learning","reinforcement-learning","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Huixxi.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2018-01-15T03:17:12.000Z","updated_at":"2025-03-25T02:51:50.000Z","dependencies_parsed_at":"2022-09-03T14:10:11.033Z","dependency_job_id":"65c1666f-a9f5-4340-8bb1-493338b1cb11","html_url":"https://github.com/Huixxi/TensorFlow2.0-for-Deep-Reinforcement-Learning","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Huixxi%2FTensorFlow2.0-for-Deep-Reinforcement-Learning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Huixxi%2FTensorFlow2.0-for-Deep-Reinforcement-Learning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Huixxi%2FTensorFlow2.0-for-Deep-Reinforcement-Learning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Huixxi%2FTensorFlow2.0-for-Deep-Reinforcement-Learning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Huixxi","download_url":"https://codeload.github.com/Huixxi/TensorFlow2.0-for-Deep-Reinforcement-Learning/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248698873,"owners_count":21147544,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["deep-learning","deep-reinforcement-learning","reinforcement-learning","tensorflow"],"created_at":"2024-11-15T14:09:21.592Z","updated_at":"2025-04-13T10:34:14.886Z","avatar_url":"https://github.com/Huixxi.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## TensorFlow 2.0 for Deep Reinforcement Learning\n\u003cimg src=\"https://github.com/Huixxi/TensorFlow2.0-for-Deep-Reinforcement-Learning/blob/master/images/gym_cartpole_v0.gif\" title=\"CartPole-v0 with Deep Reinforcement Learning\" width=\"500\" hegiht=\"313\" align=center /\u003e\n  \nThis is a simple tutorial of deep reinforcement learning with tensorflow 2.0, which has simple demos and detailed model implementations to help beginners get start in this research region.  \n\n### How to install TensorFlow 2.0\n```\n$ conda create --name tensorflow_2_0\n$ conda activate tensorflow_2_0\n$ pip install tensorflow==2.0.0-b1 # pip install tensorflow-gpu==2.0.0-b1 for GPU version\n```\nTest:\n```\n\u003e\u003e\u003e import tensorflow as tf\n\u003e\u003e\u003e tf.__version__\n'2.0.0-beta1'\n```\n\n### TensorFlow 2.0 Tutorial\n* [Official Tutorial](https://www.tensorflow.org/tutorials/)  \n* [Hands-on ML2](https://github.com/ageron/handson-ml2)  \n* [Summary of some of the new features in TensorFlow 2.0](https://colab.research.google.com/github/zaidalyafeai/Notebooks/blob/master/TF_2_0.ipynb)  \n* [Model building with TensorFlow 2.0](https://colab.research.google.com/drive/17u-pRZJnKN0gO5XZmq8n5A2bKGrfKEUg)  \n\n\n### Python Tutorial\n* Welcome to visit my [Fast Py3 Repo](https://github.com/Huixxi/Fast-Py3). This is a fast python3 tutorial.\n\n### Gym Tutorial\n* [Basic Gym](https://github.com/Huixxi/TensorFlow2.0-for-Deep-Reinforcement-Learning/blob/master/tutorial_blogs/gym_tutorial.md)\n\n### Reinforcement Learning\nBook notes ...\n\n### Deep Reinforcement Learning\n* Rainbow\n([Building Rainbow Step by Step with TensorFlow2.0](https://github.com/Huixxi/TensorFlow2.0-for-Deep-Reinforcement-Learning/blob/master/tutorial_blogs/Building_Rainbow_Step_by_Step_with_TensorFlow2.0.md))\n  * [Deep Q-Network](https://github.com/Huixxi/TensorFlow2.0-for-Deep-Reinforcement-Learning/blob/master/01_dqn.py)\n  * +[Double DQN](https://github.com/Huixxi/TensorFlow2.0-for-Deep-Reinforcement-Learning/blob/master/02_ddqn.py)\n  * +[Prioritized Experience Replay](https://github.com/Huixxi/TensorFlow2.0-for-Deep-Reinforcement-Learning/blob/master/03_priority_replay.py) \n  * +[Dueling Network](https://github.com/Huixxi/TensorFlow2.0-for-Deep-Reinforcement-Learning/blob/master/04_dueling.py)\n  * +[Multi-Step Q-Learning](https://github.com/Huixxi/TensorFlow2.0-for-Deep-Reinforcement-Learning/blob/master/05_multistep_td.py)\n  * +[Distributional RL](https://github.com/Huixxi/TensorFlow2.0-for-Deep-Reinforcement-Learning/blob/master/06_distributional_rl.py)(Failed Yet, But I Will Try My BestTo Make It Work Soon!)\n  * +[Noisy Network](https://github.com/Huixxi/TensorFlow2.0-for-Deep-Reinforcement-Learning/blob/master/07_noisynet.py)(Failed Yet, But I Will Try My Best To Make It Work Soon!)\n\n### Paper Reading\n* Welcome to visit my personal blog website: [HU's Blog](https://huixxi.github.io/). There is a list of **RL Paper Overviews**. \n\n\u003ca href=\"https://info.flagcounter.com/0GdE\"\u003e\u003cimg src=\"https://s11.flagcounter.com/count2/0GdE/bg_FFFFFF/txt_000000/border_CCCCCC/columns_2/maxflags_10/viewers_0/labels_0/pageviews_0/flags_0/percent_0/\" alt=\"Flag Counter\" border=\"0\"\u003e\u003c/a\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhuixxi%2Ftensorflow2.0-for-deep-reinforcement-learning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhuixxi%2Ftensorflow2.0-for-deep-reinforcement-learning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhuixxi%2Ftensorflow2.0-for-deep-reinforcement-learning/lists"}