{"id":13398111,"url":"https://github.com/tensorflow/tensorflow","last_synced_at":"2025-09-09T19:53:35.427Z","repository":{"id":37251499,"uuid":"45717250","full_name":"tensorflow/tensorflow","owner":"tensorflow","description":"An Open Source Machine Learning Framework for Everyone","archived":false,"fork":false,"pushed_at":"2025-05-12T14:33:30.000Z","size":1188375,"stargazers_count":189901,"open_issues_count":8888,"forks_count":74670,"subscribers_count":7496,"default_branch":"master","last_synced_at":"2025-05-12T14:34:01.765Z","etag":null,"topics":["deep-learning","deep-neural-networks","distributed","machine-learning","ml","neural-network","python","tensorflow"],"latest_commit_sha":null,"homepage":"https://tensorflow.org","language":"C++","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/tensorflow.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":"CODEOWNERS","security":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":"AUTHORS","dei":null,"publiccode":null,"codemeta":null,"zenodo":".zenodo.json"}},"created_at":"2015-11-07T01:19:20.000Z","updated_at":"2025-05-12T14:33:43.000Z","dependencies_parsed_at":"2023-10-27T15:27:29.446Z","dependency_job_id":"4202f94c-a761-4b1a-b3e0-60136ad66b70","html_url":"https://github.com/tensorflow/tensorflow","commit_stats":{"total_commits":158389,"total_committers":4341,"mean_commits":"36.486754204100436","dds":0.7325003630302609,"last_synced_commit":"e300ca3646349f86fd0c62b1e83d30b0469bd56b"},"previous_names":[],"tags_count":220,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Ftensorflow","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Ftensorflow/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Ftensorflow/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Ftensorflow/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tensorflow","download_url":"https://codeload.github.com/tensorflow/tensorflow/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":253756041,"owners_count":21959134,"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-neural-networks","distributed","machine-learning","ml","neural-network","python","tensorflow"],"created_at":"2024-07-30T19:00:17.092Z","updated_at":"2025-05-12T14:40:01.260Z","avatar_url":"https://github.com/tensorflow.png","language":"C++","readme":"\u003cdiv align=\"center\"\u003e\n  \u003cimg src=\"https://www.tensorflow.org/images/tf_logo_horizontal.png\"\u003e\n\u003c/div\u003e\n\n[![Python](https://img.shields.io/pypi/pyversions/tensorflow.svg)](https://badge.fury.io/py/tensorflow)\n[![PyPI](https://badge.fury.io/py/tensorflow.svg)](https://badge.fury.io/py/tensorflow)\n[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.4724125.svg)](https://doi.org/10.5281/zenodo.4724125)\n[![CII Best Practices](https://bestpractices.coreinfrastructure.org/projects/1486/badge)](https://bestpractices.coreinfrastructure.org/projects/1486)\n[![OpenSSF Scorecard](https://api.securityscorecards.dev/projects/github.com/tensorflow/tensorflow/badge)](https://securityscorecards.dev/viewer/?uri=github.com/tensorflow/tensorflow)\n[![Fuzzing Status](https://oss-fuzz-build-logs.storage.googleapis.com/badges/tensorflow.svg)](https://bugs.chromium.org/p/oss-fuzz/issues/list?sort=-opened\u0026can=1\u0026q=proj:tensorflow)\n[![Fuzzing Status](https://oss-fuzz-build-logs.storage.googleapis.com/badges/tensorflow-py.svg)](https://bugs.chromium.org/p/oss-fuzz/issues/list?sort=-opened\u0026can=1\u0026q=proj:tensorflow-py)\n[![OSSRank](https://shields.io/endpoint?url=https://ossrank.com/shield/44)](https://ossrank.com/p/44)\n[![Contributor Covenant](https://img.shields.io/badge/Contributor%20Covenant-v1.4%20adopted-ff69b4.svg)](CODE_OF_CONDUCT.md)\n[![TF Official Continuous](https://tensorflow.github.io/build/TF%20Official%20Continuous.svg)](https://tensorflow.github.io/build#TF%20Official%20Continuous)\n[![TF Official Nightly](https://tensorflow.github.io/build/TF%20Official%20Nightly.svg)](https://tensorflow.github.io/build#TF%20Official%20Nightly)\n\n**`Documentation`** |\n------------------- |\n[![Documentation](https://img.shields.io/badge/api-reference-blue.svg)](https://www.tensorflow.org/api_docs/) |\n\n[TensorFlow](https://www.tensorflow.org/) is an end-to-end open source platform\nfor machine learning. It has a comprehensive, flexible ecosystem of\n[tools](https://www.tensorflow.org/resources/tools),\n[libraries](https://www.tensorflow.org/resources/libraries-extensions), and\n[community](https://www.tensorflow.org/community) resources that lets\nresearchers push the state-of-the-art in ML and developers easily build and\ndeploy ML-powered applications.\n\nTensorFlow was originally developed by researchers and engineers working within\nthe Machine Intelligence team at Google Brain to conduct research in machine\nlearning and neural networks. However, the framework is versatile enough to be\nused in other areas as well.\n\nTensorFlow provides stable [Python](https://www.tensorflow.org/api_docs/python)\nand [C++](https://www.tensorflow.org/api_docs/cc) APIs, as well as a\nnon-guaranteed backward compatible API for\n[other languages](https://www.tensorflow.org/api_docs).\n\nKeep up-to-date with release announcements and security updates by subscribing\nto\n[announce@tensorflow.org](https://groups.google.com/a/tensorflow.org/forum/#!forum/announce).\nSee all the [mailing lists](https://www.tensorflow.org/community/forums).\n\n## Install\n\nSee the [TensorFlow install guide](https://www.tensorflow.org/install) for the\n[pip package](https://www.tensorflow.org/install/pip), to\n[enable GPU support](https://www.tensorflow.org/install/gpu), use a\n[Docker container](https://www.tensorflow.org/install/docker), and\n[build from source](https://www.tensorflow.org/install/source).\n\nTo install the current release, which includes support for\n[CUDA-enabled GPU cards](https://www.tensorflow.org/install/gpu) *(Ubuntu and\nWindows)*:\n\n```\n$ pip install tensorflow\n```\n\nOther devices (DirectX and MacOS-metal) are supported using\n[Device plugins](https://www.tensorflow.org/install/gpu_plugins#available_devices).\n\nA smaller CPU-only package is also available:\n\n```\n$ pip install tensorflow-cpu\n```\n\nTo update TensorFlow to the latest version, add `--upgrade` flag to the above\ncommands.\n\n*Nightly binaries are available for testing using the\n[tf-nightly](https://pypi.python.org/pypi/tf-nightly) and\n[tf-nightly-cpu](https://pypi.python.org/pypi/tf-nightly-cpu) packages on PyPI.*\n\n#### *Try your first TensorFlow program*\n\n```shell\n$ python\n```\n\n```python\n\u003e\u003e\u003e import tensorflow as tf\n\u003e\u003e\u003e tf.add(1, 2).numpy()\n3\n\u003e\u003e\u003e hello = tf.constant('Hello, TensorFlow!')\n\u003e\u003e\u003e hello.numpy()\nb'Hello, TensorFlow!'\n```\n\nFor more examples, see the\n[TensorFlow tutorials](https://www.tensorflow.org/tutorials/).\n\n## Contribution guidelines\n\n**If you want to contribute to TensorFlow, be sure to review the\n[contribution guidelines](CONTRIBUTING.md). This project adheres to TensorFlow's\n[code of conduct](CODE_OF_CONDUCT.md). By participating, you are expected to\nuphold this code.**\n\n**We use [GitHub issues](https://github.com/tensorflow/tensorflow/issues) for\ntracking requests and bugs, please see\n[TensorFlow Forum](https://discuss.tensorflow.org/) for general questions and\ndiscussion, and please direct specific questions to\n[Stack Overflow](https://stackoverflow.com/questions/tagged/tensorflow).**\n\nThe TensorFlow project strives to abide by generally accepted best practices in\nopen-source software development.\n\n## Patching guidelines\n\nFollow these steps to patch a specific version of TensorFlow, for example, to\napply fixes to bugs or security vulnerabilities:\n\n*   Clone the TensorFlow repo and switch to the corresponding branch for your\n    desired TensorFlow version, for example, branch `r2.8` for version 2.8.\n*   Apply (that is, cherry-pick) the desired changes and resolve any code\n    conflicts.\n*   Run TensorFlow tests and ensure they pass.\n*   [Build](https://www.tensorflow.org/install/source) the TensorFlow pip\n    package from source.\n\n## Continuous build status\n\nYou can find more community-supported platforms and configurations in the\n[TensorFlow SIG Build community builds table](https://github.com/tensorflow/build#community-supported-tensorflow-builds).\n\n### Official Builds\n\nBuild Type                    | Status                                                                                                                                                                           | Artifacts\n----------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------\n**Linux CPU**                 | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-cc.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-cc.html)           | [PyPI](https://pypi.org/project/tf-nightly/)\n**Linux GPU**                 | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-gpu-py3.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-gpu-py3.html) | [PyPI](https://pypi.org/project/tf-nightly-gpu/)\n**Linux XLA**                 | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-xla.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/ubuntu-xla.html)         | TBA\n**macOS**                     | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/macos-py2-cc.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/macos-py2-cc.html)     | [PyPI](https://pypi.org/project/tf-nightly/)\n**Windows CPU**               | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-cpu.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-cpu.html)       | [PyPI](https://pypi.org/project/tf-nightly/)\n**Windows GPU**               | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-gpu.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/windows-gpu.html)       | [PyPI](https://pypi.org/project/tf-nightly-gpu/)\n**Android**                   | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/android.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/android.html)               | [Download](https://bintray.com/google/tensorflow/tensorflow/_latestVersion)\n**Raspberry Pi 0 and 1**      | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi01-py3.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi01-py3.html)           | [Py3](https://storage.googleapis.com/tensorflow-nightly/tensorflow-1.10.0-cp34-none-linux_armv6l.whl)\n**Raspberry Pi 2 and 3**      | [![Status](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi23-py3.svg)](https://storage.googleapis.com/tensorflow-kokoro-build-badges/rpi23-py3.html)           | [Py3](https://storage.googleapis.com/tensorflow-nightly/tensorflow-1.10.0-cp34-none-linux_armv7l.whl)\n**Libtensorflow MacOS CPU**   | Status Temporarily Unavailable                                                                                                                                                   | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/macos/latest/macos_cpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)\n**Libtensorflow Linux CPU**   | Status Temporarily Unavailable                                                                                                                                                   | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/ubuntu_16/latest/cpu/ubuntu_cpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)\n**Libtensorflow Linux GPU**   | Status Temporarily Unavailable                                                                                                                                                   | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/ubuntu_16/latest/gpu/ubuntu_gpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)\n**Libtensorflow Windows CPU** | Status Temporarily Unavailable                                                                                                                                                   | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/windows/latest/cpu/windows_cpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)\n**Libtensorflow Windows GPU** | Status Temporarily Unavailable                                                                                                                                                   | [Nightly Binary](https://storage.googleapis.com/libtensorflow-nightly/prod/tensorflow/release/windows/latest/gpu/windows_gpu_libtensorflow_binaries.tar.gz) [Official GCS](https://storage.googleapis.com/tensorflow/)\n\n## Resources\n\n*   [TensorFlow.org](https://www.tensorflow.org)\n*   [TensorFlow Tutorials](https://www.tensorflow.org/tutorials/)\n*   [TensorFlow Official Models](https://github.com/tensorflow/models/tree/master/official)\n*   [TensorFlow Examples](https://github.com/tensorflow/examples)\n*   [TensorFlow Codelabs](https://codelabs.developers.google.com/?cat=TensorFlow)\n*   [TensorFlow Blog](https://blog.tensorflow.org)\n*   [Learn ML with TensorFlow](https://www.tensorflow.org/resources/learn-ml)\n*   [TensorFlow Twitter](https://twitter.com/tensorflow)\n*   [TensorFlow YouTube](https://www.youtube.com/channel/UC0rqucBdTuFTjJiefW5t-IQ)\n*   [TensorFlow model optimization roadmap](https://www.tensorflow.org/model_optimization/guide/roadmap)\n*   [TensorFlow White Papers](https://www.tensorflow.org/about/bib)\n*   [TensorBoard Visualization Toolkit](https://github.com/tensorflow/tensorboard)\n*   [TensorFlow Code Search](https://cs.opensource.google/tensorflow/tensorflow)\n\nLearn more about the\n[TensorFlow community](https://www.tensorflow.org/community) and how to\n[contribute](https://www.tensorflow.org/community/contribute).\n\n## Courses\n\n* [Coursera](https://www.coursera.org/search?query=TensorFlow)\n* [Udacity](https://www.udacity.com/courses/all?search=TensorFlow)\n* [Edx](https://www.edx.org/search?q=TensorFlow)\n\n## License\n\n[Apache License 2.0](LICENSE)\n","funding_links":[],"categories":["C++","Resources","Researchers","Deep Learning","Artificial Intelligence","Data Science","The Data Science Toolbox","AI, ML, DL","Neural Networks (NN) and Deep Neural Networks (DNN)","Basic Components","\u003ca name=\"cpp\"\u003e\u003c/a\u003eC++","机器学习框架","Training","Frameworks-for-Training","C++ (70)","Projects built with Bazel","Frameworks for Training","Deep Learning Framework","Machine Learning","深度学习","Model Training \u0026 Experiments","data science","HarmonyOS","Deep Learning Frameworks","Source code","🤖 Machine Learning \u0026 AI","Libraries 🗂️","资源列表","Tools \u0026 Frameworks","武器库","Table of Contents","Projects with Great Documentation","Uncategorized","Application Recommendation","Computation and Communication Optimisation","tensorflow","AI","AI Projects: Step by Steps","\u003cspan id=\"head41\"\u003e3.5. Machine Learning and Deep Learning\u003c/span\u003e","Repos","Tensor Flow","Deep Learning [🔝](#readme)","📚 فهرست","List of Most Starred Github Projects related to Deep Learning","AI \u0026 Machine Learning Platforms","Library","Awesome Python","Practical Resources","Repository app","Libraries, Softwares","📚 Learning \u0026 Tutorials (教程、资料与路线图)"],"sub_categories":["Installing","Frameworks","Cryptocurrencies","Deep Learning Packages","ORM","TensorFlow","NN/DNN Software Frameworks","Fundamental libraries","Frameworks for Training","Popular-LLM","Google projects","High-Level DL APIs","Windows Manager","Chat","Tools","Language-Specific Libraries 🔤","机器学习","ML","人工智能","Uncategorized","Misc","🧠 AI Applications","\u003ca name=\"#csharp\"\u003e\u003c/a\u003eC#","Mojo🔥FastAPI Client","Library","\u003cspan id=\"head43\"\u003e3.5.2. Deep Learning\u003c/span\u003e","Automated Machine Learning","یادگیری ماشین","3. Artificial Intelligence","Deep Learning","Librairies and Implementations","Drone Frames","Projects"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftensorflow%2Ftensorflow","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftensorflow%2Ftensorflow","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftensorflow%2Ftensorflow/lists"}