Create production-grade machine learning models with TensorFlow

Use pre-trained models or train your own

Find ML solutions for every skill level

Go from research to production

Discover TensorFlow Explore the ecosystem

An end-to-end machine learning platform

Find solutions to accelerate machine learning tasks at every stage of your workflow.

Prepare data

Use TensorFlow tools to process and load data.
Discover tools
Build ML models

Use pre-trained models or create custom ones.
Discover tools
Deploy models

Run on-prem, on-device, in the browser, or in the cloud.
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Implement MLOps

Run models in production and keep them performing.
Discover tools

Prepare data

Use TensorFlow tools to process and load data.
Discover tools

Build ML models

Use pre-trained models or create custom ones.
Discover tools

Deploy models

Run on-prem, on-device, in the browser, or in the cloud.
Discover tools

Implement MLOps

Run models in production and keep them performing.
Discover tools

Solve real-world problems with ML

TF Agents
Build recommendation systems with reinforcement learning

Learn how Spotify uses the TensorFlow ecosystem to design an extendable offline simulator and train RL Agents to generate playlists.
Read the blog
On-device ML
Deploy large language models on Android

Learn how to optimize LLMs and deploy them with TensorFlow Lite for generative AI applications.
View example
TF Decision Forests
Analyze tabular data with Simple ML for Sheets

Simple ML is a new add-on for Google Sheets that can be used for training, evaluation, inference, and export of models.
Try Simple ML

Build ML applications faster with TensorFlow

TensorFlow provides tutorials, examples, and other resources to speed up model building and create scalable ML solutions.
Why TensorFlow?

Find pre-trained models

Browse TensorFlow Hub

Research with state-of-the-art models

Visit the Model Garden

Build your own models

Explore Tensorflow Core

Deploy anywhere, at any scale

On the web

TensorFlow.js

On mobile and edge

TensorFlow Lite

On servers

TFX

Join the TensorFlow community

Get involved

Connect, learn, and collaborate with an active global community of ML practitioners and students.
Visit the TensorFlow Forum Join a TensorFlow User Group

Learn from experts

Skill up on new types of models and applications, unlock insights about TensorFlow, and move ahead on your path.
Watch ML Tech Talks Find educational courses

Start building together

Work with an open source TensorFlow machine learning community.
Join a Special Interest Group Become a contributor

Not sure where to start?

Here are some common starting points.

Learn machine learning Install TensorFlow Get the basics of TensorFlow Fine-tune an existing model Showcase work Contribute to TensorFlow

Start building with TensorFlow

Install TensorFlow Explore tutorials