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Title: API Documentation  |  TensorFlow v2.16.1

Open Graph Title: API Documentation  |  TensorFlow v2.16.1

Description: An open source machine learning library for research and production.

Open Graph Description: An open source machine learning library for research and production.

Opengraph URL: https://www.tensorflow.org/api_docs

direct link

Domain: tensorflow.org

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Links:

Skip to main content https://tensorflow.org/api_docs#main-content
https://tensorflow.org/
Install https://www.tensorflow.org/install
Learn https://www.tensorflow.org/learn
Introduction New to TensorFlow? https://www.tensorflow.org/learn
Tutorials Learn how to use TensorFlow with end-to-end examples https://www.tensorflow.org/tutorials
Guide Learn framework concepts and components https://www.tensorflow.org/guide
Learn ML Educational resources to master your path with TensorFlow https://www.tensorflow.org/resources/learn-ml
API https://www.tensorflow.org/api
TensorFlow (v2.16.1) https://www.tensorflow.org/api/stable
Versions… https://www.tensorflow.org/versions
TensorFlow.js https://js.tensorflow.org/api/latest/
TensorFlow Lite https://www.tensorflow.org/lite/api_docs
TFX https://www.tensorflow.org/tfx/api_docs
Ecosystem https://www.tensorflow.org/resources/models-datasets
TensorFlow.js Develop web ML applications in JavaScript https://www.tensorflow.org/js
TensorFlow Lite Deploy ML on mobile, microcontrollers and other edge devices https://www.tensorflow.org/lite
TFX Build production ML pipelines https://www.tensorflow.org/tfx
All libraries Create advanced models and extend TensorFlow https://www.tensorflow.org/resources/libraries-extensions
Models & datasets Pre-trained models and datasets built by Google and the community https://www.tensorflow.org/resources/models-datasets
Tools Tools to support and accelerate TensorFlow workflows https://www.tensorflow.org/resources/tools
Responsible AI Resources for every stage of the ML workflow https://www.tensorflow.org/responsible_ai
Recommendation systems Build recommendation systems with open source tools https://www.tensorflow.org/resources/recommendation-systems
Community https://www.tensorflow.org/community
Groups User groups, interest groups and mailing lists https://www.tensorflow.org/community/groups
Contribute Guide for contributing to code and documentation https://www.tensorflow.org/community/contribute
Blog Stay up to date with all things TensorFlow https://blog.tensorflow.org/
Forum Discussion platform for the TensorFlow community https://discuss.tensorflow.org
Why TensorFlow https://www.tensorflow.org/about
About https://www.tensorflow.org/about
Case studies https://www.tensorflow.org/about/case-studies
GitHub https://github.com/tensorflow
TensorFlow v2.16.1 https://www.tensorflow.org/api_docs
Overview https://www.tensorflow.org/api_docs
Python https://www.tensorflow.org/api_docs/python/tf
C++ https://www.tensorflow.org/api_docs/cc
Java https://www.tensorflow.org/api_docs/java/org/tensorflow/package-summary
More https://www.tensorflow.org/api_docs/more
https://tensorflow.org/
Install https://tensorflow.org/install
Learn https://tensorflow.org/learn
API https://tensorflow.org/api
Overview https://tensorflow.org/api_docs
Python https://tensorflow.org/api_docs/python/tf
C++ https://tensorflow.org/api_docs/cc
Java https://tensorflow.org/api_docs/java/org/tensorflow/package-summary
More https://tensorflow.org/api_docs/more
Ecosystem https://tensorflow.org/resources/models-datasets
Community https://tensorflow.org/community
Why TensorFlow https://tensorflow.org/about
GitHub https://github.com/tensorflow
Overviewhttps://tensorflow.org/api_docs
TensorFlowhttps://tensorflow.org/api/stable
TensorFlow JavaScripthttps://js.tensorflow.org/api/latest/
TensorFlow Litehttps://tensorflow.org/lite/api_docs
TensorFlow Extendedhttps://tensorflow.org/tfx/api_docs
Overviewhttps://tensorflow.org/versions
2.17 (stable)https://tensorflow.org/api/stable
2.17https://tensorflow.org/api/r2.17
2.16https://tensorflow.org/api/r2.16
2.15https://tensorflow.org/api/r2.15
2.14https://tensorflow.org/api/r2.14
2.13https://tensorflow.org/api/r2.13
2.12https://tensorflow.org/api/r2.12
2.11https://tensorflow.org/api/r2.11
2.10https://tensorflow.org/api/r2.10
2.9https://tensorflow.org/api/r2.9
2.8https://tensorflow.org/api/r2.8
2.7https://tensorflow.org/api/r2.7
2.6https://tensorflow.org/api/r2.6
2.5https://tensorflow.org/api/r2.5
2.4https://tensorflow.org/api/r2.4
2.3https://tensorflow.org/api/r2.3
2.2https://tensorflow.org/api/r2.2
2.1https://tensorflow.org/api/r2.1
2.0https://tensorflow.org/api/r2.0
1.15https://tensorflow.org/api/r1.15
1.14https://github.com/tensorflow/docs/tree/r1.14/site/en/api_docs
1.13https://github.com/tensorflow/docs/tree/r1.13/site/en/api_docs
1.12https://github.com/tensorflow/docs/tree/r1.12/site/en/api_docs
1.11https://github.com/tensorflow/docs/tree/r1.11/site/en/api_docs
1.10https://github.com/tensorflow/docs/tree/r1.10/site/en/api_docs
1.9https://github.com/tensorflow/docs/tree/r1.9/site/en/api_docs
1.8https://github.com/tensorflow/docs/tree/r1.8/site/en/api_docs
1.7https://github.com/tensorflow/docs/tree/r1.7/site/en/api_docs
1.6https://github.com/tensorflow/docs/tree/r1.6/site/en/api_docs
1.5https://github.com/tensorflow/docs/tree/r1.5/site/en/api_docs
1.4https://github.com/tensorflow/docs/tree/r1.4/site/en/api_docs
1.3https://github.com/tensorflow/docs/tree/r1.3/site/en/api_docs
1.2https://github.com/tensorflow/docs/tree/r1.2/site/en/api_docs
1.1https://github.com/tensorflow/docs/tree/r1.1/site/en/api_docs
1.0https://github.com/tensorflow/docs/tree/r1.0/site/en/api_docs
Haskellhttps://github.com/tensorflow/haskell
C#https://github.com/migueldeicaza/TensorFlowSharp
Juliahttps://github.com/malmaud/TensorFlow.jl
Rhttps://github.com/rstudio/tensorflow
Rubyhttps://github.com/somaticio/tensorflow.rb
Rusthttps://github.com/tensorflow/rust
Scalahttps://github.com/eaplatanios/tensorflow_scala
Perlhttps://github.com/EntropyOrg/perl-AI-TensorFlow-Libtensorflow
Gohttps://pkg.go.dev/github.com/tensorflow/tensorflow/tensorflow/go
Addonshttps://tensorflow.org/addons/api_docs/python/tfa
Datasetshttps://tensorflow.org/datasets/api_docs/python/tfds
Federatedhttps://tensorflow.org/federated/api_docs/python/tff
Graphicshttps://tensorflow.org/graphics/api_docs/python/tgf
Hubhttps://tensorflow.org/hub/api_docs/python/hub
Model Optimizationhttps://tensorflow.org/model_optimization/api_docs/python/tfmot
Neural Structured Learninghttps://tensorflow.org/neural_structured_learning/api_docs/python/nsl
Probabilityhttps://tensorflow.org/probability/api_docs/python/tfp
Introduction https://tensorflow.org/learn
Tutorials https://tensorflow.org/tutorials
Guide https://tensorflow.org/guide
Learn ML https://tensorflow.org/resources/learn-ml
TensorFlow (v2.16.1) https://tensorflow.org/api/stable
Versions… https://tensorflow.org/versions
TensorFlow.js https://js.tensorflow.org/api/latest/
TensorFlow Lite https://tensorflow.org/lite/api_docs
TFX https://tensorflow.org/tfx/api_docs
TensorFlow.js https://tensorflow.org/js
TensorFlow Lite https://tensorflow.org/lite
TFX https://tensorflow.org/tfx
All libraries https://tensorflow.org/resources/libraries-extensions
Models & datasets https://tensorflow.org/resources/models-datasets
Tools https://tensorflow.org/resources/tools
Responsible AI https://tensorflow.org/responsible_ai
Recommendation systems https://tensorflow.org/resources/recommendation-systems
Groups https://tensorflow.org/community/groups
Contribute https://tensorflow.org/community/contribute
Blog https://blog.tensorflow.org/
Forum https://discuss.tensorflow.org
About https://tensorflow.org/about
Case studies https://tensorflow.org/about/case-studies
TensorFlow https://www.tensorflow.org/
API https://www.tensorflow.org/api
TensorFlow v2.16.1 https://www.tensorflow.org/api_docs
API stability promiseshttps://www.tensorflow.org/guide/versions
Pythonhttps://www.tensorflow.org/api_docs/python/
JavaScripthttps://js.tensorflow.org/api/latest/
C++https://www.tensorflow.org/api_docs/cc/
Javahttps://www.tensorflow.org/api_docs/java/reference/org/tensorflow/package-summary
approach recommended by the TensorFlow maintainershttps://github.com/tensorflow/docs/blob/master/site/en/r1/guide/extend/bindings.md
TensorFlowSharphttps://github.com/migueldeicaza/TensorFlowSharp
TensorFlow.NEThttps://github.com/SciSharp/TensorFlow.NET
Haskellhttps://github.com/tensorflow/haskell
Juliahttps://github.com/malmaud/TensorFlow.jl
MATLABhttps://github.com/asteinh/tensorflow.m
Rhttps://github.com/rstudio/tensorflow
Rubyhttps://github.com/somaticio/tensorflow.rb
Rusthttps://github.com/tensorflow/rust
Scalahttps://github.com/eaplatanios/tensorflow_scala
Perlhttps://github.com/EntropyOrg/perl-AI-TensorFlow-Libtensorflow
TensorFlow Servinghttps://www.tensorflow.org/tfx/guide/serving
Gohttps://pkg.go.dev/github.com/tensorflow/tensorflow/tensorflow/go
Creative Commons Attribution 4.0 Licensehttps://creativecommons.org/licenses/by/4.0/
Apache 2.0 Licensehttps://www.apache.org/licenses/LICENSE-2.0
Google Developers Site Policieshttps://developers.google.com/site-policies
numpy licensehttps://numpy.org/doc/stable/license.html
Blog https://blog.tensorflow.org
Forum https://discuss.tensorflow.org
GitHub https://github.com/tensorflow/
Twitter https://twitter.com/tensorflow
YouTube https://youtube.com/tensorflow
Issue tracker https://github.com/tensorflow/tensorflow/issues
Release notes https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md
Stack Overflow https://stackoverflow.com/questions/tagged/tensorflow
Brand guidelines https://tensorflow.org/extras/tensorflow_brand_guidelines.pdf
Cite TensorFlow https://tensorflow.org/about/bib
Terms https://policies.google.com/terms
Privacy https://policies.google.com/privacy
Manage cookies https://tensorflow.org/api_docs
Subscribe https://www.tensorflow.org/subscribe

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