_toc.yaml

toc:
- title: "TensorFlow tutorials"
  path: /tutorials
- title: "Quickstart for beginners"
  path: /tutorials/quickstart/beginner
- title: "Quickstart for experts"
  path: /tutorials/quickstart/advanced

- heading: "Beginner"
  style: divider

- title: "ML basics with Keras"
  style: accordion
  section:
  - title: "Basic image classification"
    path: /tutorials/keras/classification
  - title: "Basic text classification"
    path: /tutorials/keras/text_classification
  - title: "Text classification with TF Hub"
    path: /tutorials/keras/text_classification_with_hub
  - title: "Regression"
    path: /tutorials/keras/regression
  - title: "Overfit and underfit"
    path: /tutorials/keras/overfit_and_underfit
  - title: "Save and load"
    path: /tutorials/keras/save_and_load
  - title: "Tune hyperparameters with the Keras Tuner"
    path: /tutorials/keras/keras_tuner
  - title: "More examples on keras.io"
    path: https://keras.io/examples/
    status: external

- title: "Load and preprocess data"
  style: accordion
  section:
  - title: "Images"
    path: /tutorials/load_data/images
  - title: "Video"
    path: /tutorials/load_data/video
    status: new
  - title: "CSV"
    path: /tutorials/load_data/csv
  - title: "NumPy"
    path: /tutorials/load_data/numpy
  - title: "pandas.DataFrame"
    path: /tutorials/load_data/pandas_dataframe
  - title: "TFRecord and tf.Example"
    path: /tutorials/load_data/tfrecord
  - title: "Additional formats with tf.io"
    path: https://github.com/tensorflow/io#tensorflow-io
    status: external
  - title: "Text"
    path: /tutorials/load_data/text
  - heading: More text loading
  - title: "Unicode"
    path: /text/guide/unicode
    status: external
  - title: "Subword Tokenization"
    path: /text/guide/subwords_tokenizer
    status: external

- heading: "Advanced"
  style: divider

- title: "Customization"
  style: accordion
  section:
  - title: "Tensors and operations"
    path: /tutorials/customization/basics
  - title: "Custom layers"
    path: /tutorials/customization/custom_layers
  - title: "Custom training: walkthrough"
    path: /tutorials/customization/custom_training_walkthrough

- title: "Distributed training"
  style: accordion
  section:
  - title: "Distributed training with Keras"
    path: /tutorials/distribute/keras
  - title: "Distributed training with DTensors"
    path: /tutorials/distribute/dtensor_ml_tutorial
    status: experimental
  - title: "Using DTensors with Keras"
    path: /tutorials/distribute/dtensor_keras_tutorial
    status: experimental
  - title: "Custom training loops"
    path: /tutorials/distribute/custom_training
  - title: "Multi-worker training with Keras"
    path: /tutorials/distribute/multi_worker_with_keras
  - title: "Multi-worker training with CTL"
    path: /tutorials/distribute/multi_worker_with_ctl
  - title: "Parameter Server Training"
    path: /tutorials/distribute/parameter_server_training
    status: experimental
  - title: "Save and load"
    path: /tutorials/distribute/save_and_load
  - title: "Distributed input"
    path: /tutorials/distribute/input

- title: "Vision"
  style: accordion
  section:
  - title: "Computer vision"
    path: /tutorials/images
  - title: "KerasCV"
    path: https://keras.io/keras_cv/
    status: external
  - title: "Convolutional Neural Network"
    path: /tutorials/images/cnn
  - title: "Image classification"
    path: /tutorials/images/classification
  - title: "Transfer learning and fine-tuning"
    path: /tutorials/images/transfer_learning
  - title: "Transfer learning with TF Hub"
    path: /tutorials/images/transfer_learning_with_hub
  - title: "Data Augmentation"
    path: /tutorials/images/data_augmentation
  - title: "Image segmentation"
    path: /tutorials/images/segmentation
  - title: "Object detection with TF Hub"
    path: /hub/tutorials/tf2_object_detection
    status: external
  - title: "Video classification"
    status: new
    path: /tutorials/video/video_classification
  - title: "Transfer learning with MoViNet"
    status: new
    path: /tutorials/video/transfer_learning_with_movinet

- title: "Text"
  style: accordion
  section:
  - title: "Text and natural language processing"
    path: /tutorials/text/index
  - title: "Get started with KerasNLP"
    path: https://keras.io/guides/keras_nlp/getting_started/
    status: external
  - title: "Text and NLP guide"
    path: /text
    status: external

- title: "Audio"
  style: accordion
  section:
  - title: "Simple audio recognition"
    path: /tutorials/audio/simple_audio
  - title: "Transfer learning for audio recognition"
    path: /tutorials/audio/transfer_learning_audio
  - title: "Generate music with an RNN"
    path: /tutorials/audio/music_generation

- title: "Structured data"
  style: accordion
  section:
  - title: "Classify structured data with preprocessing layers"
    path: /tutorials/structured_data/preprocessing_layers
  - title: "Classification on imbalanced data"
    path: /tutorials/structured_data/imbalanced_data
  - title: "Time series forecasting"
    path: /tutorials/structured_data/time_series
  - title: "Decision forest models"
    status: external
    path: /decision_forests/tutorials/beginner_colab
  - title: "Recommenders"
    status: external
    path: /recommenders/examples/quickstart

- title: "Generative"
  style: accordion
  section:
  - title: "Stable Diffusion"
    status: new
    path: /tutorials/generative/generate_images_with_stable_diffusion
  - title: "Neural style transfer"
    path: /tutorials/generative/style_transfer
  - title: "DeepDream"
    path: /tutorials/generative/deepdream
  - title: "DCGAN"
    path: /tutorials/generative/dcgan
  - title: "Pix2Pix"
    path: /tutorials/generative/pix2pix
  - title: "CycleGAN"
    path: /tutorials/generative/cyclegan
  - title: "Adversarial FGSM"
    path: /tutorials/generative/adversarial_fgsm
  - title: "Intro to Autoencoders"
    path: /tutorials/generative/autoencoder
  - title: "Variational Autoencoder"
    path: /tutorials/generative/cvae
  - title: "Lossy data compression"
    path: /tutorials/generative/data_compression

- title: "Model optimization"
  style: accordion
  section:
  - title: "Scalable model compression with EPR"
    path: /tutorials/optimization/compression
  - title: "TensorFlow model optimization"
    status: external
    path: /model_optimization

- title: "Model Understanding"
  style: accordion
  section:
  - title: "Integrated gradients"
    path: /tutorials/interpretability/integrated_gradients
  - title: "Uncertainty quantification with SNGP"
    path: /tutorials/understanding/sngp
  - title: "Probabilistic regression"
    path: /probability/examples/Probabilistic_Layers_Regression
    status: external

- title: "Reinforcement learning"
  style: accordion
  section:
  - title: "Actor-Critic method"
    path: /tutorials/reinforcement_learning/actor_critic
  - title: "TensorFlow agents"
    status: external
    path: /agents

- title: "tf.Estimator"
  style: accordion
  status: deprecated
  section:
  - title: "Premade estimator"
    path: /tutorials/estimator/premade
  - title: "Linear model"
    path: /tutorials/estimator/linear
  - title: "Keras model to Estimator"
    path: /tutorials/estimator/keras_model_to_estimator
  - title: "Multi-worker training with Estimator"
    path: /tutorials/distribute/multi_worker_with_estimator
  - title: "Feature columns"
    path: /tutorials/structured_data/feature_columns