TensorFlow

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

GitHub

● 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

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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

Enterprise Advancing access to human rights information

Research Enabling medical staff to prescribe the right antibiotics with TensorFlow

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 TensorFlow newsletter to get the latest announcements sent directly to your inbox. Sign up

November 9, 2021 ML Community Day Check out the TensorFlow blog for additional updates, and subscribe to our TensorFlow newsletter to get the latest announcements sent directly to your inbox. 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! Community

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

Build, deploy, and experiment easily with TensorFlow

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