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Text Content

 * 

Install Learn
 * Introduction
   New to TensorFlow?
 * TensorFlow
   The core open source ML library
 * For JavaScript
   TensorFlow.js for ML using JavaScript
 * For Mobile & Edge
   TensorFlow Lite for mobile and edge devices
 * For Production
   TensorFlow Extended for end-to-end ML components

API
 * TensorFlow (v2.8.0)
 * r1.15
 * Versions…

 * TensorFlow.js
 * TensorFlow Lite
 * TFX

Resources
 * Models & datasets
   Pre-trained models and datasets built by Google and the community
 * Tools
   Ecosystem of tools to help you use TensorFlow
 * Libraries & extensions
   Libraries and extensions built on TensorFlow
 * TensorFlow Certificate program
   Differentiate yourself by demonstrating your ML proficiency
 * Learn ML
   Educational resources to learn the fundamentals of ML with TensorFlow
 * Responsible AI
   Resources and tools to integrate Responsible AI practices into your ML
   workflow

Community
 * Join
   Explore ways to get involved
 * Blog
   Stay up to date with all things TensorFlow
 * Forum ↗
   Discussion platform for the TensorFlow community
 * Groups
   User groups, interest groups and mailing lists
 * Contribute
   Guide for contributing to code and documentation

Why TensorFlow
 * About
 * Case studies

More



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 * 

 * Install
 * Learn
   * More
 * API
   * More
 * Resources
   * More
 * Community
   * More
 * Why TensorFlow
   * More
 * GitHub

 * Introduction
 * TensorFlow
 * For JavaScript
 * For Mobile & Edge
 * For Production

 * TensorFlow (v2.8.0)
 * r1.15
 * Versions…
 * TensorFlow.js
 * TensorFlow Lite
 * TFX

 * Models & datasets
 * Tools
 * Libraries & extensions
 * TensorFlow Certificate program
 * Learn ML
 * Responsible AI

 * Join
 * Blog
 * Forum ↗
 * Groups
 * Contribute

 * About
 * Case studies


 * TensorFlow


WHY TENSORFLOW

TensorFlow is an end-to-end open source platform for machine learning. It has a
comprehensive, flexible ecosystem of tools, libraries and community resources
that lets researchers push the state-of-the-art in ML and developers easily
build and deploy ML powered applications.

About   

EASY MODEL BUILDING

Build and train ML models easily using intuitive high-level APIs like Keras with
eager execution, which makes for immediate model iteration and easy debugging.

ROBUST ML PRODUCTION ANYWHERE

Easily train and deploy models in the cloud, on-prem, in the browser, or
on-device no matter what language you use.

POWERFUL EXPERIMENTATION FOR RESEARCH

A simple and flexible architecture to take new ideas from concept to code, to
state-of-the-art models, and to publication faster.




SOLUTIONS TO COMMON ML PROBLEMS

Simple step-by-step walkthroughs to solve common ML problems with TensorFlow.

Beginner
Your first neural network

Train a neural network to classify images of clothing, like sneakers and shirts,
in this fast-paced overview of a complete TensorFlow program.

Intermediate
Recommender systems

Start with building and training a retrieval model to predict a set of movies
that a user is likely to watch, and then use a ranking model to create
recommendations.

Expert
Generative adversarial networks

Train a generative adversarial network to generate images of handwritten digits,
using the Keras Subclassing API.




POWERED BY TENSORFLOW

A diverse community of developers, enterprises and researchers are using ML to
solve challenging, real-world problems. Learn how their research and
applications are being #PoweredbyTF and how you can share your story.

Developers
Helping doctors detect respiratory diseases using machine learning
Watch the video   
close

Enterprise
Advancing access to human rights information
Watch the video   
close

Research
Enabling medical staff to prescribe the right antibiotics with TensorFlow
Watch the video   
close




COMPANIES USING TENSORFLOW

See case studies   
Airbnb
Coca Cola
Deepmind
GE Healthcare
Google
Intel
NERSC
Twitter
Airbus
AMD
ARM
Baker Hughes
Bitmain
Bloomberg
Cai Cloud
Cambia
Carousell
Castbox
Ceva
CI&T
Dropbox
eBay
Fluent
Himax
IBM Power Systems
JD.com
Kakao
Kika
Lenovo
LinkedIn
Matroid
Mediatek
Meituan
Mi
Mobvoi
Movidius
Musically
Netease
Nvidia
PayPal
Qualcomm
Quantiphi
SAP
Sinovation
Snapchat
Sogou
Tencent
Texas Instruments
Uber
Unisound
VSCO
WPS
360
3dr



NEWS & ANNOUNCEMENTS

Check out the TensorFlow blog for additional updates, and subscribe to our
monthly TensorFlow newsletter to get the latest announcements sent directly to
your inbox.

Sign up   
November 9, 2021
ML Community Day

Explore the latest developments in Google’s machine learning ecosystem that can
be applied to your ML-powered apps and cutting edge research.

See ML Community Day   
August 16, 2021
Explore Google Dev Library

Dev Library is a showcase of what developers have created with Google
technologies. See what’s being built with ML, and submit your own!

Explore Dev Library   
May 18, 2021
Explore the On-Device Machine Learning website

Discover solutions to help you integrate machine learning in your mobile and web
apps, and new Google Developers learning pathways to guide you through common ML
scenarios and custom use cases.

See On-Device ML   
May 18, 2021
Join the TensorFlow Forum

Explore our new discussion platform to share ideas, find answers to technical
questions, and learn the latest from members of the community and the TensorFlow
team. Create an account and join the conversation!

See TensorFlow Forum   



RESOURCES AND COMMUNITY SUPPORT

We are committed to fostering an open and welcoming ML community. Join the
TensorFlow community and help grow the ecosystem.

Community   
TensorFlow Forum  

Join the TensorFlow Forum to share ideas, discuss technical questions and
connect with the TensorFlow community.

TensorFlow Blog  

We post regularly to the TensorFlow Blog, with content from the TensorFlow team
and the best articles from the community.

YouTube  

Our YouTube Channel focuses on machine learning and AI with TensorFlow. Explore
a number of new shows, including TensorFlow Meets, Ask TensorFlow, and Coding
TensorFlow.

Twitter  

For up-to-date news and updates from the community and the TensorFlow team,
follow @tensorflow on Twitter.

TensorFlow announcements  

Join the TensorFlow announcement mailing list to learn about the latest release
updates, security advisories, and other important information from the
TensorFlow team.


SIGN UP FOR THE TENSORFLOW MONTHLY NEWSLETTER

Sign up   


BUILD, DEPLOY, AND EXPERIMENT EASILY WITH TENSORFLOW

Get started


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 * STAY CONNECTED
   
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   * Twitter
   * YouTube


 * SUPPORT
   
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   * Release notes
   * Stack Overflow
   * Brand guidelines
   * Cite TensorFlow

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 * Privacy
 * Sign up for the TensorFlow monthly newsletter Subscribe

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 * 日本語
 * 한국어

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