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README.md

1<div align="center">
2  <img src="https://www.tensorflow.org/images/tf_logo_horizontal.png">
3</div>
4
5[![Python](https://img.shields.io/pypi/pyversions/tensorflow.svg?style=plastic)](https://badge.fury.io/py/tensorflow)
6[![PyPI](https://badge.fury.io/py/tensorflow.svg)](https://badge.fury.io/py/tensorflow)
7[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.4724125.svg)](https://doi.org/10.5281/zenodo.4724125)
8[![CII Best Practices](https://bestpractices.coreinfrastructure.org/projects/1486/badge)](https://bestpractices.coreinfrastructure.org/projects/1486)
9[![OpenSSF Scorecard](https://api.securityscorecards.dev/projects/github.com/tensorflow/tensorflow/badge)](https://api.securityscorecards.dev/projects/github.com/tensorflow/tensorflow)
10[![Fuzzing Status](https://oss-fuzz-build-logs.storage.googleapis.com/badges/tensorflow.svg)](https://bugs.chromium.org/p/oss-fuzz/issues/list?sort=-opened&can=1&q=proj:tensorflow)
11[![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&can=1&q=proj:tensorflow-py)
12[![Contributor Covenant](https://img.shields.io/badge/Contributor%20Covenant-v1.4%20adopted-ff69b4.svg)](CODE_OF_CONDUCT.md)
13
14**`Documentation`** |
15------------------- |
16[![Documentation](https://img.shields.io/badge/api-reference-blue.svg)](https://www.tensorflow.org/api_docs/) |
17
18[TensorFlow](https://www.tensorflow.org/) is an end-to-end open source platform
19for machine learning. It has a comprehensive, flexible ecosystem of
20[tools](https://www.tensorflow.org/resources/tools),
21[libraries](https://www.tensorflow.org/resources/libraries-extensions), and
22[community](https://www.tensorflow.org/community) resources that lets
23researchers push the state-of-the-art in ML and developers easily build and
24deploy ML-powered applications.
25
26TensorFlow was originally developed by researchers and engineers working on the
27Google Brain team within Google's Machine Intelligence Research organization to
28conduct machine learning and deep neural networks research. The system is
29general enough to be applicable in a wide variety of other domains, as well.
30
31TensorFlow provides stable [Python](https://www.tensorflow.org/api_docs/python)
32and [C++](https://www.tensorflow.org/api_docs/cc) APIs, as well as
33non-guaranteed backward compatible API for
34[other languages](https://www.tensorflow.org/api_docs).
35
36Keep up-to-date with release announcements and security updates by subscribing
37to
38[announce@tensorflow.org](https://groups.google.com/a/tensorflow.org/forum/#!forum/announce).
39See all the [mailing lists](https://www.tensorflow.org/community/forums).
40
41## Install
42
43See the [TensorFlow install guide](https://www.tensorflow.org/install) for the
44[pip package](https://www.tensorflow.org/install/pip), to
45[enable GPU support](https://www.tensorflow.org/install/gpu), use a
46[Docker container](https://www.tensorflow.org/install/docker), and
47[build from source](https://www.tensorflow.org/install/source).
48
49To install the current release, which includes support for
50[CUDA-enabled GPU cards](https://www.tensorflow.org/install/gpu) *(Ubuntu and
51Windows)*:
52
53```
54$ pip install tensorflow
55```
56
57Other devices (DirectX and MacOS-metal) are supported using
58[Device plugins](https://www.tensorflow.org/install/gpu_plugins#available_devices).
59
60A smaller CPU-only package is also available:
61
62```
63$ pip install tensorflow-cpu
64```
65
66To update TensorFlow to the latest version, add `--upgrade` flag to the above
67commands.
68
69*Nightly binaries are available for testing using the
70[tf-nightly](https://pypi.python.org/pypi/tf-nightly) and
71[tf-nightly-cpu](https://pypi.python.org/pypi/tf-nightly-cpu) packages on PyPi.*
72
73#### *Try your first TensorFlow program*
74
75```shell
76$ python
77```
78
79```python
80>>> import tensorflow as tf
81>>> tf.add(1, 2).numpy()
823
83>>> hello = tf.constant('Hello, TensorFlow!')
84>>> hello.numpy()
85b'Hello, TensorFlow!'
86```
87
88For more examples, see the
89[TensorFlow tutorials](https://www.tensorflow.org/tutorials/).
90
91## Contribution guidelines
92
93**If you want to contribute to TensorFlow, be sure to review the
94[contribution guidelines](CONTRIBUTING.md). This project adheres to TensorFlow's
95[code of conduct](CODE_OF_CONDUCT.md). By participating, you are expected to
96uphold this code.**
97
98**We use [GitHub issues](https://github.com/tensorflow/tensorflow/issues) for
99tracking requests and bugs, please see
100[TensorFlow Discuss](https://groups.google.com/a/tensorflow.org/forum/#!forum/discuss)
101for general questions and discussion, and please direct specific questions to
102[Stack Overflow](https://stackoverflow.com/questions/tagged/tensorflow).**
103
104The TensorFlow project strives to abide by generally accepted best practices in
105open-source software development.
106
107## Continuous build status
108
109You can find more community-supported platforms and configurations in the
110[TensorFlow SIG Build community builds table](https://github.com/tensorflow/build#community-supported-tensorflow-builds).
111
112### Official Builds
113
114Build Type                    | Status                                                                                                                                                                           | Artifacts
115----------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------
116**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/)
117**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/)
118**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
119**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/)
120**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/)
121**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/)
122**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)
123**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)
124**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)
125**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/)
126**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/)
127**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/)
128**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/)
129**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/)
130
131## Resources
132
133*   [TensorFlow.org](https://www.tensorflow.org)
134*   [TensorFlow Tutorials](https://www.tensorflow.org/tutorials/)
135*   [TensorFlow Official Models](https://github.com/tensorflow/models/tree/master/official)
136*   [TensorFlow Examples](https://github.com/tensorflow/examples)
137*   [TensorFlow Codelabs](https://codelabs.developers.google.com/?cat=TensorFlow)
138*   [TensorFlow Blog](https://blog.tensorflow.org)
139*   [Learn ML with TensorFlow](https://www.tensorflow.org/resources/learn-ml)
140*   [TensorFlow Twitter](https://twitter.com/tensorflow)
141*   [TensorFlow YouTube](https://www.youtube.com/channel/UC0rqucBdTuFTjJiefW5t-IQ)
142*   [TensorFlow model optimization roadmap](https://www.tensorflow.org/model_optimization/guide/roadmap)
143*   [TensorFlow White Papers](https://www.tensorflow.org/about/bib)
144*   [TensorBoard Visualization Toolkit](https://github.com/tensorflow/tensorboard)
145*   [TensorFlow Code Search](https://cs.opensource.google/tensorflow/tensorflow)
146
147Learn more about the
148[TensorFlow community](https://www.tensorflow.org/community) and how to
149[contribute](https://www.tensorflow.org/community/contribute).
150
151## Courses
152
153*   [Deep Learning with Tensorflow from Edx](https://www.edx.org/course/deep-learning-with-tensorflow)
154*   [DeepLearning.AI TensorFlow Developer Professional Certificate from Coursera](https://www.coursera.org/specializations/tensorflow-in-practice)
155*   [TensorFlow: Data and Deployment from Coursera](https://www.coursera.org/specializations/tensorflow-data-and-deployment)
156*   [Getting Started with TensorFlow 2 from Coursera](https://www.coursera.org/learn/getting-started-with-tensor-flow2)
157*   [TensorFlow: Advanced Techniques from Coursera](https://www.coursera.org/specializations/tensorflow-advanced-techniques)
158*   [TensorFlow 2 for Deep Learning Specialization from Coursera](https://www.coursera.org/specializations/tensorflow2-deeplearning)
159*   [Intro to TensorFlow for A.I, M.L, and D.L from Coursera](https://www.coursera.org/learn/introduction-tensorflow)
160*   [Machine Learning with TensorFlow on GCP from Coursera](https://www.coursera.org/specializations/machine-learning-tensorflow-gcp)
161*   [Intro to TensorFlow for Deep Learning from Udacity](https://www.udacity.com/course/intro-to-tensorflow-for-deep-learning--ud187)
162*   [Introduction to TensorFlow Lite from Udacity](https://www.udacity.com/course/intro-to-tensorflow-lite--ud190)
163
164## License
165
166[Apache License 2.0](LICENSE)
167