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Title: Guide  |  TensorFlow Core

Open Graph Title: Guide  |  TensorFlow Core

Description: Learn basic and advanced concepts of TensorFlow such as eager execution, Keras high-level APIs and flexible model building.

Open Graph Description: Learn basic and advanced concepts of TensorFlow such as eager execution, Keras high-level APIs and flexible model building.

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

direct link

Domain: tensorflow.org


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Links:

Skip to main content https://tensorflow.org/guide#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 Core https://www.tensorflow.org/tutorials
Tutorials https://www.tensorflow.org/tutorials
Guide https://www.tensorflow.org/guide
Migrate to TF2 https://www.tensorflow.org/guide/migrate
TF 1 ↗ https://github.com/tensorflow/docs/tree/master/site/en/r1
https://tensorflow.org/
Install https://tensorflow.org/install
Learn https://tensorflow.org/learn
Tutorials https://tensorflow.org/tutorials
Guide https://tensorflow.org/guide
Migrate to TF2 https://tensorflow.org/guide/migrate
TF 1 ↗ https://github.com/tensorflow/docs/tree/master/site/en/r1
API https://tensorflow.org/api
Ecosystem https://tensorflow.org/resources/models-datasets
Community https://tensorflow.org/community
Why TensorFlow https://tensorflow.org/about
GitHub https://github.com/tensorflow
TensorFlow guidehttps://tensorflow.org/guide
Overviewhttps://tensorflow.org/guide/basics
Tensorshttps://tensorflow.org/guide/tensor
Variableshttps://tensorflow.org/guide/variable
Automatic differentiationhttps://tensorflow.org/guide/autodiff
Graphs and functionshttps://tensorflow.org/guide/intro_to_graphs
Modules, layers, and modelshttps://tensorflow.org/guide/intro_to_modules
Training loopshttps://tensorflow.org/guide/basic_training_loops
Overviewhttps://tensorflow.org/guide/keras
The Sequential modelhttps://tensorflow.org/guide/keras/sequential_model
The Functional APIhttps://tensorflow.org/guide/keras/functional_api
Training & evaluation with the built-in methodshttps://tensorflow.org/guide/keras/training_with_built_in_methods
Making new layers and models via subclassinghttps://tensorflow.org/guide/keras/making_new_layers_and_models_via_subclassing
Serialization and savinghttps://tensorflow.org/guide/keras/serialization_and_saving
Customizing Savinghttps://tensorflow.org/guide/keras/customizing_saving_and_serialization
Working with preprocessing layershttps://tensorflow.org/guide/keras/preprocessing_layers
Customizing what happens in fit()https://tensorflow.org/guide/keras/customizing_what_happens_in_fit
Writing a training loop from scratchhttps://tensorflow.org/guide/keras/writing_a_training_loop_from_scratch
Working with RNNshttps://tensorflow.org/guide/keras/working_with_rnns
Understanding masking & paddinghttps://tensorflow.org/guide/keras/understanding_masking_and_padding
Writing your own callbackshttps://tensorflow.org/guide/keras/writing_your_own_callbacks
Transfer learning & fine-tuninghttps://tensorflow.org/guide/keras/transfer_learning
Multi-GPU and distributed traininghttps://tensorflow.org/guide/keras/distributed_training
Overviewhttps://tensorflow.org/guide/core
Quickstart for Corehttps://tensorflow.org/guide/core/quickstart_core
Logistic regressionhttps://tensorflow.org/guide/core/logistic_regression_core
Multilayer perceptronshttps://tensorflow.org/guide/core/mlp_core
Matrix approximationhttps://tensorflow.org/guide/core/matrix_core
Custom optimizershttps://tensorflow.org/guide/core/optimizers_core
DTensor with Core APIshttps://tensorflow.org/guide/core/distribution
Tensor slicinghttps://tensorflow.org/guide/tensor_slicing
Advanced autodiffhttps://tensorflow.org/guide/advanced_autodiff
Ragged tensorhttps://tensorflow.org/guide/ragged_tensor
Sparse tensorhttps://tensorflow.org/guide/sparse_tensor
Random number generationhttps://tensorflow.org/guide/random_numbers
NumPy APIhttps://tensorflow.org/guide/tf_numpy
NumPy API Type Promotionhttps://tensorflow.org/guide/tf_numpy_type_promotion
DTensor conceptshttps://tensorflow.org/guide/dtensor_overview
Thinking in TensorFlow 2https://tensorflow.org/guide/effective_tf2
Create an ophttps://tensorflow.org/guide/create_op
Extension typeshttps://tensorflow.org/guide/extension_type
tf.datahttps://tensorflow.org/guide/data
Optimize pipeline performancehttps://tensorflow.org/guide/data_performance
Analyze pipeline performancehttps://tensorflow.org/guide/data_performance_analysis
Checkpointhttps://tensorflow.org/guide/checkpoint
SavedModelhttps://tensorflow.org/guide/saved_model
Import a JAX model using JAX2TFhttps://tensorflow.org/guide/jax2tf
Distributed traininghttps://tensorflow.org/guide/distributed_training
GPUhttps://tensorflow.org/guide/gpu
TPUhttps://tensorflow.org/guide/tpu
Better performance with tf.functionhttps://tensorflow.org/guide/function
Profile TensorFlow performancehttps://tensorflow.org/guide/profiler
Optimize GPU Performancehttps://tensorflow.org/guide/gpu_performance_analysis
Graph optimizationhttps://tensorflow.org/guide/graph_optimization
Mixed precisionhttps://tensorflow.org/guide/mixed_precision
Overviewhttps://tensorflow.org/tfmodels
Training with Orbithttps://tensorflow.org/tfmodels/orbit
TFModels - NLPhttps://tensorflow.org/tfmodels/nlp
Example: Image classificationhttps://tensorflow.org/tfmodels/vision/image_classification
Example: Object Detectionhttps://tensorflow.org/tfmodels/vision/object_detection
Example: Semantic Segmentationhttps://tensorflow.org/tfmodels/vision/semantic_segmentation
Example: Instance Segmentationhttps://tensorflow.org/tfmodels/vision/instance_segmentation
Estimator overviewhttps://tensorflow.org/guide/estimator
Version compatibilityhttps://tensorflow.org/guide/versions
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/
Learn https://www.tensorflow.org/learn
TensorFlow Core https://www.tensorflow.org/tutorials
Guide https://www.tensorflow.org/guide
Install TensorFlowhttps://tensorflow.org/install
Migrate to TensorFlow 2https://tensorflow.org/guide/migrate
Kerashttps://tensorflow.org/guide/keras/overview
TensorFlow basicshttps://tensorflow.org/guide/eager
Data input pipelineshttps://tensorflow.org/guide/data
TensorFlow 2 best practiceshttps://tensorflow.org/guide/effective_tf2
Save a modelhttps://tensorflow.org/guide/checkpoint
Acceleratorshttps://tensorflow.org/guide/distributed_training
Performancehttps://tensorflow.org/guide/function
additional resourceshttps://tensorflow.org/resources
chevron_right https://www.tensorflow.org/decision_forests
TensorFlow Decision Forests https://tensorflow.org/decision_forests
chevron_right https://www.tensorflow.org/hub
TensorFlow Hubhttps://tensorflow.org/hub
chevron_right https://www.tensorflow.org/tfx/guide/serving
Servinghttps://tensorflow.org/tfx/guide/serving
chevron_right https://www.tensorflow.org/federated
TensorFlow Federatedhttps://tensorflow.org/federated
chevron_right https://www.tensorflow.org/neural_structured_learning
Neural Structured Learninghttps://tensorflow.org/neural_structured_learning
chevron_right https://www.tensorflow.org/graphics
TensorFlow Graphicshttps://tensorflow.org/graphics
chevron_right https://github.com/tensorflow/addons
SIG Addonshttps://github.com/tensorflow/addons
chevron_right https://www.tensorflow.org/tensorboard
TensorBoardhttps://tensorflow.org/tensorboard
chevron_right https://www.tensorflow.org/datasets
Datasetshttps://tensorflow.org/datasets
chevron_right https://www.tensorflow.org/model_optimization
Model Optimizationhttps://tensorflow.org/model_optimization
chevron_right https://www.tensorflow.org/probability
Probabilityhttps://tensorflow.org/probability
chevron_right https://www.tensorflow.org/mlir
MLIRhttps://tensorflow.org/mlir
chevron_right https://www.tensorflow.org/xla
XLAhttps://tensorflow.org/xla
chevron_right https://github.com/tensorflow/io
SIG IOhttps://github.com/tensorflow/io
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
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/guide
Subscribe https://www.tensorflow.org/subscribe

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