TensorFlow Datasets Skip to main content Install Learn Introduction New to TensorFlow? Tutorials Learn how to use TensorFlow with end-to-end examples Guide Learn framework concepts and components Learn ML Educational resources to master your path with TensorFlow API TensorFlow (v2.16.1) Versions… TensorFlow.js TensorFlow Lite TFX Resources LIBRARIES TensorFlow.js Develop web ML applications in JavaScript TensorFlow Lite Deploy ML on mobile, microcontrollers and other edge devices TFX Build production ML pipelines All libraries Create advanced models and extend TensorFlow RESOURCES Models & datasets Pre-trained models and datasets built by Google and the community Tools Tools to support and accelerate TensorFlow workflows Responsible AI Resources for every stage of the ML workflow Recommendation systems Build recommendation systems with open source tools Community Groups User groups, interest groups and mailing lists Contribute Guide for contributing to code and documentation Blog Stay up to date with all things TensorFlow Forum Discussion platform for the TensorFlow community Why TensorFlow About Case studies / English Español Español – América Latina Français Indonesia Italiano Polski Português Português – Brasil Tiếng Việt Türkçe Русский עברית العربيّة فارسی हिंदी বাংলা ภาษาไทย 中文 – 简体 中文 – 繁體 日本語 한국어 GitHub Sign in Datasets 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. Overview Catalog Community Catalog Guide API Install Learn More API More Resources More Overview Catalog Community Catalog Guide API Community More Why TensorFlow More GitHub Introduction Tutorials Guide Learn ML TensorFlow (v2.16.1) Versions… TensorFlow.js TensorFlow Lite TFX LIBRARIES TensorFlow.js TensorFlow Lite TFX All libraries RESOURCES Models & datasets Tools Responsible AI Recommendation systems Groups Contribute Blog Forum About Case studies TFDS now supports the Croissant 🥐 format! Read the documentation to know more. TensorFlow Resources Datasets Stay organized with collections Save and categorize content based on your preferences. TensorFlow Datasets: a collection of ready-to-use datasets. 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 tf.data.Datasets , enabling easy-to-use and high-performance input pipelines. To get started see the guide and our list of datasets. 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"] Run in a Notebook Introducing TensorFlow Datasets Read on TensorFlow Blog TensorFlow Datasets on GitHub View on GitHub [[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],[],[],[]] Stay connected Blog Forum GitHub Twitter YouTube Support Issue tracker Release notes Stack Overflow Brand guidelines Cite TensorFlow Terms Privacy Manage cookies Sign up for the TensorFlow newsletter Subscribe English Español Español – América Latina Français Indonesia Italiano Polski Português Português – Brasil Tiếng Việt Türkçe Русский עברית العربيّة فارسی हिंदी বাংলা ภาษาไทย 中文 – 简体 中文 – 繁體 日本語 한국어