_index.yaml

book_path: /datasets/_book.yaml
project_path: /datasets/_project.yaml
description: <!--no description-->
landing_page:
  custom_css_path: /site-assets/css/style.css
  rows:
  - heading: A collection of datasets ready to use with TensorFlow.
    items:
    - description: >
        TensorFlow Datasets is a collection of datasets ready to use with
        TensorFlow.

        All datasets are exposed as
        <a href="https://www.tensorflow.org/api_docs/python/tf/data/Dataset">
        <code>tf.data.Dataset</code>s
        </a>,
        enabling easy-to-use and high-performance
        input pipelines.

        To get started see the
        <a href="./overview">TensorFlow Datasets Guide</a>.
    - code_block: |
        <pre class = "prettyprint">
        import tensorflow as tf
        import tensorflow_datasets as tfds

        # tfds works in both Eager and Graph modes
        tf.enable_eager_execution()

        # See available datasets
        print(tfds.list_builders())

        # Construct a tf.data.Dataset
        dataset = tfds.load(name="mnist", split=tfds.Split.TRAIN)

        # Build your input pipeline
        dataset = dataset.shuffle(1024).batch(32).prefetch(tf.data.experimental.AUTOTUNE)
        for features in dataset.take(1):
          image, label = features["image"], features["label"]
        </pre>

        {% dynamic if request.tld != 'cn' %}
          <a class="colab-button" target="_blank" href="https://colab.research.google.com/github/tensorflow/datasets/blob/master/docs/_index.ipynb">Run in a <span>Notebook</span></a>
        {% dynamic endif %}
  - classname: devsite-landing-row-cards
    items:
    #- heading: Introducing TensorFlow Datasets
    #  image_path: /resources/images/tf-logo-card-16x9.png
    #  path: https://medium.com/tensorflow/REPLACE_ME
    #  buttons:
    #  - label: Read on TensorFlow blog
    #    path: https://medium.com/tensorflow/REPLACE_ME
    - heading: TensorFlow Datasets on GitHub
      image_path: /resources/images/github-card-16x9.png
      path: https://github.com/tensorflow/datasets
      buttons:
      - label: View on GitHub
        path: https://github.com/tensorflow/datasets