TensorFlow Datasets

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hreflang="tr" href="https://www.tensorflow.org/datasets?hl=tr" /><link rel="alternate" hreflang="vi" href="https://www.tensorflow.org/datasets?hl=vi" /><title>TensorFlow Datasets</title> <meta property="og:title" content="TensorFlow Datasets"><meta name="description" content="A collection of datasets ready to use with TensorFlow or other Python ML frameworks, such as Jax, enabling easy-to-use and high-performance input pipelines."> <meta property="og:description" content="A collection of datasets ready to use with TensorFlow or other Python ML frameworks, such as Jax, enabling easy-to-use and high-performance input pipelines."><meta property="og:url" content="https://www.tensorflow.org/datasets"><meta property="og:image" content="https://www.tensorflow.org/static/images/tf_logo_social.png"> <meta property="og:image:width" content="1200"> <meta property="og:image:height" content="675"><meta property="og:locale" content="en"><meta name="twitter:card" content="summary_large_image"><script 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Read the <a style="background:none" href="https://www.tensorflow.org/datasets/format_specific_dataset_builders#croissantbuilder">documentation</a> to know more. </p> </div> </div> </div> <div class="devsite-article-meta nocontent" role="navigation"> <ul class="devsite-breadcrumb-list" aria-label="Breadcrumb"> <li class="devsite-breadcrumb-item "> <a href="https://www.tensorflow.org/" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="1" track-type="globalNav" track-name="breadcrumb" track-metadata-position="1" track-metadata-eventdetail="TensorFlow" > TensorFlow </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://www.tensorflow.org/resources" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="2" track-type="globalNav" track-name="breadcrumb" track-metadata-position="2" track-metadata-eventdetail="" > Resources </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://www.tensorflow.org/datasets" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="3" track-type="globalNav" track-name="breadcrumb" track-metadata-position="3" track-metadata-eventdetail="TensorFlow Datasets" > Datasets </a> </li> </ul> </div> <devsite-feature-tooltip ack-key="AckCollectionsBookmarkTooltipDismiss" analytics-category="Site-Wide Custom Events" analytics-action-show="Callout Profile displayed" analytics-action-close="Callout Profile dismissed" analytics-label="Create Collection Callout" class="devsite-page-bookmark-tooltip nocontent" dismiss-button="true" id="devsite-collections-dropdown" dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> <span slot="popout-heading"> Stay organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded disabled> </devsite-toc> <div class="devsite-article-body clearfix devsite-no-page-title"> <section class="devsite-landing-row devsite-landing-row-2-up" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="tensorflow-datasets-a-collection-of-ready-to-use-datasets" data-text="TensorFlow Datasets: a collection of ready-to-use datasets." tabindex="0"> TensorFlow Datasets: a collection of ready-to-use datasets. </h2> </div> </header> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> TensorFlow Datasets is a collection of datasets ready to use, with TensorFlow or other Python ML frameworks, such as Jax. All datasets are exposed as <a href="https://www.tensorflow.org/api_docs/python/tf/data/Dataset"> <code translate="no" dir="ltr">tf.data.Datasets</code> </a>, enabling easy-to-use and high-performance input pipelines. To get started see the <a href="https://www.tensorflow.org/datasets/overview">guide</a> and our <a href="https://www.tensorflow.org/datasets/catalog/overview#all_datasets">list of datasets</a>. </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-description" description-position="bottom" > <div class="devsite-landing-row-item-media "> <div class="devsite-landing-row-item-code"> <pre class = "prettyprint" translate="no" dir="ltr"> import tensorflow as tf import tensorflow_datasets as tfds # Construct a tf.data.Dataset ds = tfds.load('mnist', split='train', shuffle_files=True) # Build your input pipeline ds = ds.shuffle(1024).batch(32).prefetch(tf.data.AUTOTUNE) for example in ds.take(1): image, label = example["image"], example["label"] </pre> <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> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-2-up devsite-landing-row-cards" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://blog.tensorflow.org/2019/02/introducing-tensorflow-datasets.html"> <picture> <img alt="" src="https://www.tensorflow.org/static/resources/images/tf-logo-card-16x9.png" srcset="https://www.tensorflow.org/static/resources/images/tf-logo-card-16x9_36.png 36w,https://www.tensorflow.org/static/resources/images/tf-logo-card-16x9_48.png 48w,https://www.tensorflow.org/static/resources/images/tf-logo-card-16x9_72.png 72w,https://www.tensorflow.org/static/resources/images/tf-logo-card-16x9_96.png 96w,https://www.tensorflow.org/static/resources/images/tf-logo-card-16x9_480.png 480w,https://www.tensorflow.org/static/resources/images/tf-logo-card-16x9_720.png 720w,https://www.tensorflow.org/static/resources/images/tf-logo-card-16x9_856.png 856w,https://www.tensorflow.org/static/resources/images/tf-logo-card-16x9_960.png 960w,https://www.tensorflow.org/static/resources/images/tf-logo-card-16x9_1440.png 1440w,https://www.tensorflow.org/static/resources/images/tf-logo-card-16x9_1920.png 1920w,https://www.tensorflow.org/static/resources/images/tf-logo-card-16x9_2880.png 2880w" sizes="(max-width: 600px) 100vw, (max-width: 840px) 50vw, 708px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="introducing-tensorflow-datasets" data-text="Introducing TensorFlow Datasets" class="hide-from-toc no-link" tabindex="0"> <a href="https://blog.tensorflow.org/2019/02/introducing-tensorflow-datasets.html"> Introducing TensorFlow Datasets </a> </h3> <div 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480w,https://www.tensorflow.org/static/resources/images/github-card-16x9_720.png 720w,https://www.tensorflow.org/static/resources/images/github-card-16x9_856.png 856w,https://www.tensorflow.org/static/resources/images/github-card-16x9_960.png 960w,https://www.tensorflow.org/static/resources/images/github-card-16x9_1440.png 1440w,https://www.tensorflow.org/static/resources/images/github-card-16x9_1920.png 1920w,https://www.tensorflow.org/static/resources/images/github-card-16x9_2880.png 2880w" sizes="(max-width: 600px) 100vw, (max-width: 840px) 50vw, 708px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="tensorflow-datasets-on-github" data-text="TensorFlow Datasets on GitHub" class="hide-from-toc no-link" tabindex="0"> <a href="https://github.com/tensorflow/datasets"> TensorFlow Datasets on GitHub </a> </h3> <div class="devsite-landing-row-item-buttons"> <a 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