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Title: Tutorials  |  TensorFlow Core

Open Graph Title: Tutorials  |  TensorFlow Core

Description: Complete, end-to-end examples to learn how to use TensorFlow for ML beginners and experts. Try tutorials in Google Colab - no setup required.

Open Graph Description: Complete, end-to-end examples to learn how to use TensorFlow for ML beginners and experts. Try tutorials in Google Colab - no setup required.

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Domain: tensorflow.org


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Skip to main content https://tensorflow.org/tutorials#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 tutorialshttps://tensorflow.org/tutorials
Quickstart for beginnershttps://tensorflow.org/tutorials/quickstart/beginner
Quickstart for expertshttps://tensorflow.org/tutorials/quickstart/advanced
Basic image classificationhttps://tensorflow.org/tutorials/keras/classification
Basic text classificationhttps://tensorflow.org/tutorials/keras/text_classification
Text classification with TF Hubhttps://tensorflow.org/tutorials/keras/text_classification_with_hub
Regressionhttps://tensorflow.org/tutorials/keras/regression
Overfit and underfithttps://tensorflow.org/tutorials/keras/overfit_and_underfit
Save and loadhttps://tensorflow.org/tutorials/keras/save_and_load
Tune hyperparameters with the Keras Tunerhttps://tensorflow.org/tutorials/keras/keras_tuner
More examples on keras.iohttps://keras.io/examples/
Imageshttps://tensorflow.org/tutorials/load_data/images
Videohttps://tensorflow.org/tutorials/load_data/video
CSVhttps://tensorflow.org/tutorials/load_data/csv
NumPyhttps://tensorflow.org/tutorials/load_data/numpy
pandas.DataFramehttps://tensorflow.org/tutorials/load_data/pandas_dataframe
TFRecord and tf.Examplehttps://tensorflow.org/tutorials/load_data/tfrecord
Additional formats with tf.iohttps://github.com/tensorflow/io#tensorflow-io
Texthttps://tensorflow.org/tutorials/load_data/text
Unicodehttps://tensorflow.org/text/guide/unicode
Subword Tokenizationhttps://tensorflow.org/text/guide/subwords_tokenizer
Tensors and operationshttps://tensorflow.org/tutorials/customization/basics
Custom layershttps://tensorflow.org/tutorials/customization/custom_layers
Custom training: walkthroughhttps://tensorflow.org/tutorials/customization/custom_training_walkthrough
Distributed training with Kerashttps://tensorflow.org/tutorials/distribute/keras
Distributed training with DTensorshttps://tensorflow.org/tutorials/distribute/dtensor_ml_tutorial
Using DTensors with Kerashttps://tensorflow.org/tutorials/distribute/dtensor_keras_tutorial
Custom training loopshttps://tensorflow.org/tutorials/distribute/custom_training
Multi-worker training with Kerashttps://tensorflow.org/tutorials/distribute/multi_worker_with_keras
Multi-worker training with CTLhttps://tensorflow.org/tutorials/distribute/multi_worker_with_ctl
Parameter Server Traininghttps://tensorflow.org/tutorials/distribute/parameter_server_training
Save and loadhttps://tensorflow.org/tutorials/distribute/save_and_load
Distributed inputhttps://tensorflow.org/tutorials/distribute/input
Computer visionhttps://tensorflow.org/tutorials/images
KerasCVhttps://keras.io/keras_cv/
Convolutional Neural Networkhttps://tensorflow.org/tutorials/images/cnn
Image classificationhttps://tensorflow.org/tutorials/images/classification
Transfer learning and fine-tuninghttps://tensorflow.org/tutorials/images/transfer_learning
Transfer learning with TF Hubhttps://tensorflow.org/tutorials/images/transfer_learning_with_hub
Data Augmentationhttps://tensorflow.org/tutorials/images/data_augmentation
Image segmentationhttps://tensorflow.org/tutorials/images/segmentation
Object detection with TF Hubhttps://tensorflow.org/hub/tutorials/tf2_object_detection
Video classificationhttps://tensorflow.org/tutorials/video/video_classification
Transfer learning with MoViNethttps://tensorflow.org/tutorials/video/transfer_learning_with_movinet
Text and natural language processinghttps://tensorflow.org/tutorials/text
Get started with KerasNLPhttps://keras.io/guides/keras_nlp/getting_started/
Text and NLP guidehttps://tensorflow.org/text
Simple audio recognitionhttps://tensorflow.org/tutorials/audio/simple_audio
Transfer learning for audio recognitionhttps://tensorflow.org/tutorials/audio/transfer_learning_audio
Generate music with an RNNhttps://tensorflow.org/tutorials/audio/music_generation
Classify structured data with preprocessing layershttps://tensorflow.org/tutorials/structured_data/preprocessing_layers
Classification on imbalanced datahttps://tensorflow.org/tutorials/structured_data/imbalanced_data
Time series forecastinghttps://tensorflow.org/tutorials/structured_data/time_series
Decision forest modelshttps://tensorflow.org/decision_forests/tutorials/beginner_colab
Recommendershttps://tensorflow.org/recommenders/examples/quickstart
Stable Diffusionhttps://tensorflow.org/tutorials/generative/generate_images_with_stable_diffusion
Neural style transferhttps://tensorflow.org/tutorials/generative/style_transfer
DeepDreamhttps://tensorflow.org/tutorials/generative/deepdream
DCGANhttps://tensorflow.org/tutorials/generative/dcgan
Pix2Pixhttps://tensorflow.org/tutorials/generative/pix2pix
CycleGANhttps://tensorflow.org/tutorials/generative/cyclegan
Adversarial FGSMhttps://tensorflow.org/tutorials/generative/adversarial_fgsm
Intro to Autoencodershttps://tensorflow.org/tutorials/generative/autoencoder
Variational Autoencoderhttps://tensorflow.org/tutorials/generative/cvae
Lossy data compressionhttps://tensorflow.org/tutorials/generative/data_compression
Scalable model compression with EPRhttps://tensorflow.org/tutorials/optimization/compression
TensorFlow model optimizationhttps://tensorflow.org/model_optimization
Integrated gradientshttps://tensorflow.org/tutorials/interpretability/integrated_gradients
Uncertainty quantification with SNGPhttps://tensorflow.org/tutorials/understanding/sngp
Probabilistic regressionhttps://tensorflow.org/probability/examples/Probabilistic_Layers_Regression
Actor-Critic methodhttps://tensorflow.org/tutorials/reinforcement_learning/actor_critic
TensorFlow agentshttps://tensorflow.org/agents
Premade estimatorhttps://tensorflow.org/tutorials/estimator/premade
Linear modelhttps://tensorflow.org/tutorials/estimator/linear
Keras model to Estimatorhttps://tensorflow.org/tutorials/estimator/keras_model_to_estimator
Multi-worker training with Estimatorhttps://tensorflow.org/tutorials/distribute/multi_worker_with_estimator
Feature columnshttps://tensorflow.org/tutorials/structured_data/feature_columns
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
Keras guidehttps://tensorflow.org/guide/keras/overview
Beginner quickstarthttps://tensorflow.org/tutorials/quickstart/beginner
Keras basicshttps://tensorflow.org/tutorials/keras/classification
Load datahttps://tensorflow.org/tutorials/load_data/csv
Advanced quickstarthttps://tensorflow.org/tutorials/quickstart/advanced
Customizationhttps://tensorflow.org/tutorials/customization/basics
Distributed traininghttps://tensorflow.org/tutorials/distribute/keras
Neural machine translationhttps://tensorflow.org/tutorials/text/nmt_with_attention
Transformershttps://tensorflow.org/tutorials/text/transformer
CycleGANhttps://tensorflow.org/tutorials/generative/cyclegan
TensorFlow ML Zero to Hero https://www.youtube.com/watch?v=KNAWp2S3w94&list=PLQY2H8rRoyvwWuPiWnuTDBHe7I0fMSsfO
Basic Computer Vision with ML https://www.youtube.com/watch?v=bemDFpNooA8&list=PLQY2H8rRoyvwWuPiWnuTDBHe7I0fMSsfO
librarieshttps://tensorflow.org/resources/libraries-extensions
chevron_right https://www.tensorflow.org/tensorboard
TensorBoardhttps://tensorflow.org/tensorboard
Get started with TensorBoardhttps://tensorflow.org/tensorboard/get_started
Logging training metrics in Kerashttps://tensorflow.org/tensorboard/scalars_and_keras
chevron_right https://www.tensorflow.org/hub
TensorFlow Hubhttps://tensorflow.org/hub
Object detectionhttps://www.tensorflow.org/hub/tutorials/tf2_object_detection
Arbitrary style transferhttps://www.tensorflow.org/hub/tutorials/tf2_arbitrary_image_stylization
chevron_right https://www.tensorflow.org/model_optimization
Model Optimizationhttps://tensorflow.org/model_optimization
Magnitude-based weight pruning with Kerashttps://tensorflow.org/model_optimization/guide/pruning/pruning_with_keras
Post-training quantizationhttps://tensorflow.org/lite/performance/post_training_quantization
chevron_right https://www.tensorflow.org/federated
TensorFlow Federatedhttps://tensorflow.org/federated
Federated learning for image classificationhttps://tensorflow.org/federated/tutorials/federated_learning_for_image_classification
Federated learning for text generationhttps://tensorflow.org/federated/tutorials/federated_learning_for_text_generation
chevron_right https://www.tensorflow.org/neural_structured_learning
Neural Structured Learninghttps://tensorflow.org/neural_structured_learning
Natural graph regularization for document classificationhttps://tensorflow.org/neural_structured_learning/tutorials/graph_keras_mlp_cora
Synthetic graph regularization for sentiment classificationhttps://tensorflow.org/neural_structured_learning/tutorials/graph_keras_lstm_imdb
chevron_right https://www.tensorflow.org/graphics
TensorFlow Graphicshttps://tensorflow.org/graphics
Object pose alignmenthttps://github.com/tensorflow/graphics/blob/master/tensorflow_graphics/notebooks/6dof_alignment.ipynb
Mesh segmentationhttps://github.com/tensorflow/graphics/blob/master/tensorflow_graphics/notebooks/mesh_segmentation_demo.ipynb
chevron_right https://www.tensorflow.org/addons
SIG Addonshttps://www.tensorflow.org/addons
Image operations in TensorFlow Addonshttps://www.tensorflow.org/addons/tutorials/image_ops
Normalization layers in TensorFlow Addons.https://www.tensorflow.org/addons/tutorials/layers_normalizations
chevron_right https://www.tensorflow.org/tfx
TFXhttps://tensorflow.org/tfx
TFX developer tutorialhttps://tensorflow.org/tfx/tutorials/tfx/airflow_workshop
Serve a model with TensorFlow Servinghttps://tensorflow.org/tfx/tutorials/serving/rest_simple
chevron_right https://www.tensorflow.org/datasets
Datasetshttps://tensorflow.org/datasets
Using TensorFlow Datasetshttps://tensorflow.org/datasets/overview
chevron_right https://www.tensorflow.org/probability
Probabilityhttps://tensorflow.org/probability
TensorFlow distributions introductionhttps://www.tensorflow.org/probability/examples/TensorFlow_Distributions_Tutorial
Probabilistic regressionhttps://www.tensorflow.org/probability/examples/Probabilistic_Layers_Regression
chevron_right https://www.tensorflow.org/xla
XLAhttps://tensorflow.org/xla
Classifying CIFAR-10 with XLAhttps://tensorflow.org/xla/tutorials/autoclustering_xla
Use XLA with tf.functionhttps://tensorflow.org/xla/tutorials/jit_compile
chevron_right https://github.com/tensorflow/agents
Decision Forestshttps://github.com/tensorflow/decision-forests
Train a decision forest modelhttps://www.tensorflow.org/decision_forests/tutorials/beginner_colab
Use text and NN features with decision forestshttps://www.tensorflow.org/decision_forests/tutorials/intermediate_colab
chevron_right https://github.com/tensorflow/agents
TensorFlow Agentshttps://github.com/tensorflow/agents
Train a deep-Q network with TF Agentshttps://www.tensorflow.org/agents/tutorials/1_dqn_tutorial
Reinforcement learning environmentshttps://www.tensorflow.org/agents/tutorials/2_environments_tutorial
chevron_right https://github.com/tensorflow/ranking
TensorFlow Rankinghttps://github.com/tensorflow/ranking
TF-Ranking Keras user guidehttps://github.com/tensorflow/ranking/tree/master/tensorflow_ranking/examples/keras
TF Ranking for sparse featureshttps://github.com/tensorflow/ranking/blob/master/tensorflow_ranking/examples/handling_sparse_features.ipynb
chevron_right https://magenta.tensorflow.org
Magentahttps://magenta.tensorflow.org
Generating Piano music with Transformerhttps://magenta.tensorflow.org/piano-transformer
GANSynthhttps://colab.research.google.com/notebooks/magenta/gansynth/gansynth_demo.ipynb
TensorFlow bloghttps://blog.tensorflow.org
YouTube channelhttps://www.youtube.com/tensorflow
Twitterhttps://twitter.com/tensorflow
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/tutorials
Subscribe https://www.tensorflow.org/subscribe

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