Skip to main content
Install
Learn
Introduction
New to TensorFlow?
Tutorials
Learn how to use TensorFlow with end-to-end examples
Guide
Learn framework concepts and components
Learn ML
Educational resources to master your path with TensorFlow
API
TensorFlow (v2.16.1)
Versions…
TensorFlow.js
TensorFlow Lite
TFX
Ecosystem
LIBRARIES
TensorFlow.js
Develop web ML applications in JavaScript
TensorFlow Lite
Deploy ML on mobile, microcontrollers and other edge devices
TFX
Build production ML pipelines
All libraries
Create advanced models and extend TensorFlow
RESOURCES
Models & datasets
Pre-trained models and datasets built by Google and the community
Tools
Tools to support and accelerate TensorFlow workflows
Responsible AI
Resources for every stage of the ML workflow
Recommendation systems
Build recommendation systems with open source tools
Community
Groups
User groups, interest groups and mailing lists
Contribute
Guide for contributing to code and documentation
Blog
Stay up to date with all things TensorFlow
Forum
Discussion platform for the TensorFlow community
Why TensorFlow
About
Case studies
/
English
中文 – 简体
GitHub
Sign in
TensorFlow Core
Tutorials
Guide
Migrate to TF2
TF 1 ↗
Install
Learn
More
Tutorials
Guide
Migrate to TF2
TF 1 ↗
API
More
Ecosystem
More
Community
More
Why TensorFlow
More
GitHub
TensorFlow guide
TensorFlow basics
Overview
Tensors
Variables
Automatic differentiation
Graphs and functions
Modules, layers, and models
Training loops
Keras
Overview
The Sequential model
The Functional API
Training & evaluation with the built-in methods
Making new layers and models via subclassing
Serialization and saving
Customizing Saving
Working with preprocessing layers
Customizing what happens in fit()
Writing a training loop from scratch
Working with RNNs
Understanding masking & padding
Writing your own callbacks
Transfer learning & fine-tuning
Multi-GPU and distributed training
Build with Core
Overview
Quickstart for Core
Logistic regression
Multilayer perceptrons
Matrix approximation
Custom optimizers
DTensor with Core APIs
TensorFlow in depth
Tensor slicing
Advanced autodiff
Ragged tensor
Sparse tensor
Random number generation
NumPy API
NumPy API Type Promotion
DTensor concepts
Thinking in TensorFlow 2
Customization
Create an op
Extension types
Data input pipelines
tf.data
Optimize pipeline performance
Analyze pipeline performance
Import and export
Checkpoint
SavedModel
Import a JAX model using JAX2TF
Accelerators
Distributed training
GPU
TPU
Performance
Better performance with tf.function
Profile TensorFlow performance
Optimize GPU Performance
Graph optimization
Mixed precision
Model Garden
Overview
Training with Orbit
TFModels - NLP
Example: Image classification
Example: Object Detection
Example: Semantic Segmentation
Example: Instance Segmentation
Estimators
Estimator overview
Appendix
Version compatibility
Introduction
Tutorials
Guide
Learn ML
TensorFlow (v2.16.1)
Versions…
TensorFlow.js
TensorFlow Lite
