{"id":13444481,"url":"https://github.com/amusi/TensorFlow-From-Zero-To-One","last_synced_at":"2025-03-20T18:32:49.170Z","repository":{"id":107502602,"uuid":"127308586","full_name":"amusi/TensorFlow-From-Zero-To-One","owner":"amusi","description":"TensorFlow 最佳学习资源大全（含课程、书籍、博客、公开课等内容）","archived":false,"fork":false,"pushed_at":"2020-07-05T08:33:32.000Z","size":782,"stargazers_count":1137,"open_issues_count":0,"forks_count":334,"subscribers_count":53,"default_branch":"master","last_synced_at":"2025-03-12T09:41:49.455Z","etag":null,"topics":["deep-learning","machine-learning","machine-learning-tensorflow","python","tensorflow","tensorflow-tutorials"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/amusi.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":"2018-03-29T15:09:03.000Z","updated_at":"2025-03-10T07:03:51.000Z","dependencies_parsed_at":"2023-05-17T15:15:45.079Z","dependency_job_id":null,"html_url":"https://github.com/amusi/TensorFlow-From-Zero-To-One","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/amusi%2FTensorFlow-From-Zero-To-One","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/amusi%2FTensorFlow-From-Zero-To-One/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/amusi%2FTensorFlow-From-Zero-To-One/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/amusi%2FTensorFlow-From-Zero-To-One/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/amusi","download_url":"https://codeload.github.com/amusi/TensorFlow-From-Zero-To-One/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244656723,"owners_count":20488639,"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","machine-learning","machine-learning-tensorflow","python","tensorflow","tensorflow-tutorials"],"created_at":"2024-07-31T04:00:24.844Z","updated_at":"2025-03-20T18:32:49.149Z","avatar_url":"https://github.com/amusi.png","language":"Jupyter Notebook","funding_links":[],"categories":["Uncategorized","Jupyter Notebook","Tensorflow"],"sub_categories":["Uncategorized","3. Course and Code"],"readme":"# TensorFlow-From-Zero-To-One\nTensorFlow 从0到1学习资料大全，含入门指南、在线博客、视频教程、书籍推荐和实战项目等\n\n注：♥ 表示推荐指数，越多越好\n\n## TensorFlow 参考学习资料\n\n### TensorFlow入门指南\n\n[TensorFlow如何入门](https://www.zhihu.com/question/49909565)\n\n[TensorFlow topic](https://github.com/topics/tensorflow)\n\n[TensorFlow-Roadmap Documentation](https://readthedocs.org/projects/tensorflow-world-resources/downloads/pdf/latest/)：强推！TensorFlow学习路线图\n\n[awesome-tensorflow](https://github.com/jtoy/awesome-tensorflow)：TensorFlow - A curated list of dedicated resources \n\n[awesome-tensorflow-2](https://github.com/Amin-Tgz/awesome-tensorflow-2)：Tensorflow 2.x resources such as tutorial, blog, code and videos\n\n[Master your path(TensorFlow curriculums)](https://www.tensorflow.org/resources/learn-ml)：The four areas of machine learning education\n\n### **官网\u0026社区**\n\n**国外**\n\n- **（♥♥♥♥♥）**[TensorFlow官网](https://www.tensorflow.org/)\n- **（♥♥♥♥♥）**[GitHub：TensorFlow](https://github.com/tensorflow/tensorflow)\n- （♥♥♥♥）[Medium：TensorFlow](https://medium.com/tensorflow)：官方维护，分享最佳干货文章\n- （♥♥♥♥）[Twitter：TensorFlow](https://twitter.com/tensorflow)：官方维护，分享最快动态\n- （♥♥♥♥）[Youtube：TensorFlow](\u003chttps://www.youtube.com/channel/UC0rqucBdTuFTjJiefW5t-IQ\u003e)：官方维护，分享最新视频\n- [TensorFlow Js官网](https://js.tensorflow.org/)\n\n**国内**\n\n- （♥♥♥♥♥）[TensorFlow官网(中国域名)](https://tensorflow.google.cn/)  便于不能科学上网的人\n- （♥♥♥）[TensorFlow中文社区](https://www.tensorflowers.cn/)：官方和[才云科技](https://caicloud.io/)（TensorFlow 中国社区合作伙伴）联合发起\n- [TensorFlow 中文文档（掘金翻译计划）最新](https://tensorflow.juejin.im/get_started/)\n- [TensorFlow 中文文档（极客学院翻译）](http://wiki.jikexueyuan.com/project/tensorflow-zh/)\n\n### **在线教程**\n\n**英文**\n\n- **（♥♥♥♥♥）**[tf2_course](https://github.com/ageron/tf2_course)：第一个TensorFlow2.x系列教程（作者是巨佬）\n- **（♥♥♥♥♥）**[TensorFlow-Examples](https://github.com/aymericdamien/TensorFlow-Examples)：TensorFlow Tutorial and Examples for Beginners with Latest APIs\n- **（♥♥♥♥♥）**[TensorFlow-Course](https://github.com/osforscience/TensorFlow-Course)：Simple and ready-to-use tutorials for TensorFlow\n- **（♥♥♥♥）**[TensorFlow2.0-Examples](https://github.com/YunYang1994/TensorFlow2.0-Examples)：TensorFlow2 教程（代码实战为主）\n- **（♥♥♥♥）**[Deep Learning with Tensorflow 2.0](https://www.adhiraiyan.org/DeepLearningWithTensorflow.html)\n- **（♥♥♥♥）**[EffectiveTensorflow](https://github.com/vahidk/EffectiveTensorflow)：TensorFlow tutorials and best practices\n- **（♥♥♥♥）**[TensorFlow-Cookbook](https://github.com/taki0112/Tensorflow-Cookbook)：Simple Tensorflow Cookbook for easy-to-use\n- **（♥♥♥）** [Tensorflow2-Cookbook](https://github.com/taki0112/Tensorflow2-Cookbook)\n- **（♥♥♥）**[TensorFlow-Tutorials](https://github.com/Hvass-Labs/TensorFlow-Tutorials)：TensorFlow Tutorials with YouTube Videos\n\n**中文**\n\n- **（♥♥♥♥♥）**[TensoFlow2中文教程](https://github.com/czy36mengfei/tensorflow2_tutorials_chinese)：TensorFlow2中文教程（代码实战为主）\n- **（♥♥♥♥）**[Dive-into-DL-TensorFlow2.0](https://github.com/TrickyGo/Dive-into-DL-TensorFlow2.0)：TensorFlow2.0版本的《动手学深度学习》\n- **（♥♥♥♥）**[《30天吃掉那只 TensorFlow2.0 》](https://github.com/lyhue1991/eat_tensorflow2_in_30_days)\n- **（♥♥♥）**[TensorFlow-Tutorials-Chinese](https://github.com/Hvass-Labs/TensorFlow-Tutorials-Chinese)：TensorFlow 中文教程 (Chinese Tutorials)\n\n### **视频教程**\n\n**国外**\n\n- **（♥♥♥♥♥）**[TensorFlow 2.0 Tutorials for Beginners](https://www.youtube.com/watch?v=nVvhkVLh60o\u0026list=PLc2rvfiptPSR3iwFp1VHVJFK4yAMo0wuF)\n\n- **（♥♥♥♥♥）**[Deep Learning basics with Python, TensorFlow and Keras](https://youtu.be/wQ8BIBpya2k)   [网址](https://pythonprogramming.net/introduction-deep-learning-python-tensorflow-keras/)\n\n\n- **（♥♥♥♥♥）**[TensorFlow-Tutorials](https://github.com/Hvass-Labs/TensorFlow-Tutorials)：TensorFlow Tutorials with [YouTube Videos](https://www.youtube.com/playlist?list=PL9Hr9sNUjfsmEu1ZniY0XpHSzl5uihcXZ)\n\n- **（♥♥♥♥）**Stanford CS 20SI: Tensorflow for Deep Learning Research (斯坦福TensorFlow教程)\n  - [官网：CS20SI](https://web.stanford.edu/class/cs20si/index.html)\n  - [GitHub(stanford-tensorflow-tutorials)](https://github.com/chiphuyen/stanford-tensorflow-tutorials)\n  - [B站视频](https://www.bilibili.com/video/av9156347/?from=search\u0026seid=6905181275544516403)\n\n\n- **（♥♥♥）（在学ing）**[Google 机器学习速成课程](https://developers.google.com/machine-learning/crash-course/)：该课程虽然为Machine Learning，但代码全使用TensorFlow，有实战意义\n\n- [Udacity](https://cn.udacity.com/course/deep-learning--ud730) ：优达学城TensorFlow教程\n\n**国内**\n\n- [莫烦TensorFlow教程](https://morvanzhou.github.io/tutorials/machine-learning/tensorflow/)  [TensorFlow-Tutorial](https://github.com/MorvanZhou/Tensorflow-Tutorial)\n\n\n### **书籍资源**\n\n**国外**\n\n- **（♥♥♥♥♥）（在学ing）**[Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition](https://github.com/ageron/handson-ml2)\n- **（♥♥♥♥）**[Hands-On Machine Learning with Scikit-Learn and TensorFlow](https://github.com/ageron/handson-ml)   [中文翻译](https://hand2st.apachecn.org/#/)\n- **（♥♥♥）**[TensorFlow Machine Learning Cookbook](https://github.com/nfmcclure/tensorflow_cookbook)\n- **（♥♥♥）**[Advanced Deep Learning with TensorFlow 2 and Keras](https://www.packtpub.com/programming/advanced-deep-learning-with-tensorflow-2-and-keras-second-edition)  [代码](https://github.com/PacktPublishing/Advanced-Deep-Learning-with-Keras)\n- [TensorFlow 1.x Deep Learning Cookbook](https://github.com/PacktPublishing/TensorFlow-1x-Deep-Learning-Cookbook)  \n- [TensorFlow-Book](https://github.com/BinRoot/TensorFlow-Book)：Accompanying source code for 《Machine Learning with TensorFlow》\n\n**国内**\n\n- 国内的书都不是很推荐，还是看英文吧\n\n### 实战项目\n\n- **（♥♥♥♥♥）**[TensorFlow/models](https://github.com/tensorflow/models)：Models and examples built with TensorFlow\n- [tensorboard](https://github.com/tensorflow/tensorboard)\n- [TensorLayer](http://tensorlayer.readthedocs.io/en/latest/)\n-  [Basic_CNNs_TensorFlow2](https://github.com/calmisential/Basic_CNNs_TensorFlow2) \n- [DCGAN-tensorflow](https://github.com/carpedm20/DCGAN-tensorflow)\n- [facenet](https://github.com/davidsandberg/facenet)\n- [FastMaskRCNN](https://github.com/CharlesShang/FastMaskRCNN)\n- [SSD-TensorFlow](https://github.com/balancap/SSD-Tensorflow)\n- [CapsNet-Tensorflow](https://github.com/naturomics/CapsNet-Tensorflow)\n- [tensorflow2-generative-models](https://github.com/timsainb/tensorflow2-generative-models)\n- [tensorflow-generative-model-collections](https://github.com/hwalsuklee/tensorflow-generative-model-collections)\n- [tensorflow_poems](https://github.com/jinfagang/tensorflow_poems)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Famusi%2FTensorFlow-From-Zero-To-One","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Famusi%2FTensorFlow-From-Zero-To-One","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Famusi%2FTensorFlow-From-Zero-To-One/lists"}