_index.yaml

book_path: /hub/_book.yaml
project_path: /hub/_project.yaml
title: Tutorials
landing_page:
  custom_css_path: /site-assets/css/style.css
  nav: left
  meta_tags:
  - name: description
    content: >
      TensorFlow Hub tutorials to help you get started with using and adapting pre-trained
      machine learning models to your needs.
  rows:
  # Getting started
  - classname: devsite-landing-row-100
    items:
    - description: >
        <h2 class="tfo-landing-page-heading no-link">Getting started</h2>
        <p><a href="https://tfhub.dev">TensorFlow Hub</a> is a comprehensive repository of pre-trained
        models ready for fine-tuning and deployable anywhere. Download the latest trained models
        with a minimal amount of code with the <code>tensorflow_hub</code> library.</p>
        <p>The following tutorials should help you getting
        started with using and applying models from TF Hub for your needs. Interactive tutorials let you
        modify them and execute them with your changes. Click the <i>Run in Google Colab</i>
        button at the top of an interactive tutorial to tinker with it.</p>

  # For beginners
  - classname: devsite-landing-row-100
    items:
    - description: >
        <h2 class="tfo-landing-page-heading no-link">For beginners</h2>
        <p>If you are unfamiliar with machine learning and TensorFlow, you can start by getting
        an overview of how to classify images and text, detecting objects in images, or by stylizing your own pictures like famous artwork:</p>

  - classname: devsite-landing-row-100
    items:
    - classname: tfo-landing-page-card
      description: >
        <a href="/hub/tutorials/tf2_image_retraining"><h3 class="no-link">Image Classification</h3></a>
        Build a Keras model on top of a pre-trained image classifier to distinguish flowers.
      path: /hub/tutorials/tf2_image_retraining
      image_path: /hub/images/image_classification.png
    - classname: tfo-landing-page-card
      description: >
        <a href="/tutorials/text/classify_text_with_bert"><h3 class="no-link">Classify Text with BERT</h3></a>
        Use BERT to build a Keras model to solve a text classificaton sentiment analysis task.
      path: /tutorials/text/classify_text_with_bert
      image_path: /hub/images/bert_preprocess.png
    - classname: tfo-landing-page-card
      description: >
        <a href="/hub/tutorials/tf2_arbitrary_image_stylization">
          <h3 class="no-link">Style Transfer</h3>
        </a>
        Let a neural network redraw an image in the style of Picasso, van Gogh or like your own style image.
      path: /hub/tutorials/tf2_arbitrary_image_stylization
      image_path: /hub/images/style_transfer.png
    - classname: tfo-landing-page-card
      description: >
        <a href="/hub/tutorials/object_detection"><h3 class="no-link">Object Detection</h3></a>
        Detect objects in images using models like FasterRCNN or SSD.
      path: /hub/tutorials/tf2_object_detection
      image_path: /hub/images/object_detection.png

  # More advanced users
  - classname: devsite-landing-row-100
    items:
    - description: >
        <h2 class="tfo-landing-page-heading no-link">For experienced developers</h2>
        <p>Check out more advanced tutorials for how to use NLP, images, audio, and video models from TensorFlow Hub.</p>

  # NLP tutorials
  - classname: devsite-landing-row-100
    items:
    - description: >
        <h3 class="tfo-landing-page-heading no-link">NLP tutorials</h3>
        <p>Solve common NLP tasks with models from TensorFlow Hub. View all available NLP tutorials in the left nav.</p>

  - classname: devsite-landing-row-100
    items:
    - classname: tfo-landing-page-card
      description: >
        <a href="/hub/tutorials/semantic_similarity_with_tf_hub_universal_encoder"><h3 class="no-link">Semantic Similarity</h3></a>
        Classify and semantically compare sentences with the Universal Sentence Encoder.
      path: /hub/tutorials/semantic_similarity_with_tf_hub_universal_encoder
      image_path: /hub/images/similarity.png
    - classname: tfo-landing-page-card
      description: >
        <a href="/tutorials/text/solve_glue_tasks_using_bert_on_tpu"><h3 class="no-link">BERT on TPU</h3></a>
        Use BERT to solve GLUE benchmark tasks running on TPU.
      path: /tutorials/text/solve_glue_tasks_using_bert_on_tpu
      image_path: /hub/images/bert.png
    - classname: tfo-landing-page-card
      description: >
        <a href="/hub/tutorials/retrieval_with_tf_hub_universal_encoder_qa"><h3 class="no-link">Multilingual Universal Sentence Encoder Q&A</h3></a>
        Answer cross-lingual questions from the SQuAD dataset using the multilingual universal sentence encoder Q&A model.
      path: /hub/tutorials/retrieval_with_tf_hub_universal_encoder_qa
      image_path: /hub/images/colab_logo.svg

  # Image tutorials
  - classname: devsite-landing-row-100
    items:
    - description: >
        <h3 class="tfo-landing-page-heading no-link">Image tutorials</h3>
        <p>Explore how to use GANs, super resolution models and more. View all available image tutorials in the left nav.</p>

  - classname: devsite-landing-row-100
    items:
    - classname: tfo-landing-page-card
      description: >
        <a href="/hub/tutorials/tf_hub_generative_image_module"><h3 class="no-link">GANS for Image Generation</h3></a>
        Generate artificial faces and interpolate between them using GANs.
      path: /hub/tutorials/tf_hub_generative_image_module
      image_path: /hub/images/gan_faces.gif
    - classname: tfo-landing-page-card
      description: >
        <a href="/hub/tutorials/image_enhancing"><h3 class="no-link">Super Resolution</h3></a>
        Enhance the resolution of downsampled images.
      path: /hub/tutorials/image_enhancing
      image_path: /hub/images/super_resolution.png
    - classname: tfo-landing-page-card
      description: >
        <a href="/hub/tutorials/tf_hub_delf_module"><h3 class="no-link">Image Extension</h3></a>
        Fill the masked part of given images.
      path: /hub/tutorials/boundless
      image_path: /hub/images/boundless.png

  # Audio tutorials
  - classname: devsite-landing-row-100
    items:
    - description: >
        <h3 class="tfo-landing-page-heading no-link">Audio tutorials</h3>
        <p>Explore tutorials using trained models for audio data including pitch recognition and sound classification.</p>

  - classname: devsite-landing-row-100
    items:
    - classname: tfo-landing-page-card
      description: >
        <a href="/hub/tutorials/spice"><h3 class="no-link">Pitch recognition</h3></a>
        Record yourself singing and detect the pitch of your voice using the SPICE model.
      path: /hub/tutorials/spice
      image_path: /hub/images/spice_color.png
    - classname: tfo-landing-page-card
      description: >
        <a href="/hub/tutorials/yamnet"><h3 class="no-link">Sound classification</h3></a>
        Use the YAMNet model to classify sounds as 521 audio event classes from the AudioSet-YouTube corpus.
      path: /hub/tutorials/yamnet
      image_path: /hub/images/yamnet.png

  # Video tutorials
  - classname: devsite-landing-row-100
    items:
    - description: >
        <h3 class="tfo-landing-page-heading no-link">Video tutorials</h3>
        <p>Try out trained ML models for video data for action recognition, video interpolation, and more.</p>

  - classname: devsite-landing-row-100
    items:
    - classname: tfo-landing-page-card
      description: >
        <a href="/hub/tutorials/action_recognition_with_tf_hub"><h3 class="no-link">Action Recognition</h3></a>
        Detect one of 400 actions in a video using the Inflated 3D ConvNet model.
      path: /hub/tutorials/action_recognition_with_tf_hub
      image_path: /hub/images/action_recognition.gif
    - classname: tfo-landing-page-card
      description: >
        <a href="/hub/tutorials/tweening_conv3d"><h3 class="no-link">Video Interpolation</h3></a>
        Interpolate between video frames using Inbetweening with 3D Convolutions.
      path: /hub/tutorials/tweening_conv3d
      image_path: /hub/images/interpolation.png
    - classname: tfo-landing-page-card
      description: >
        <a href="/hub/tutorials/text_to_video_retrieval_with_s3d_milnce"><h3 class="no-link">Text-to-Video Retrieval</h3></a>
        Find videos that are the most related to a text query.
      path: /hub/tutorials/text_to_video_retrieval_with_s3d_milnce
      image_path: /hub/images/text_video.gif