Research resources

We make tools and datasets available to the broader research community with the goal of building a more collaborative ecosystem.

Some of our datasets

YouTube-8M

A large-scale labeled video dataset that consists of 8 million YouTube video IDs, deep inception-3 features, and associated labels from a diverse vocabulary of 4800 visual entities.

Deep Model Generalization (DEMOGEN)

The DEMOGEN dataset consists of 756 trained deep models, along with their training and test performance on the CIFAR-10 and CIFAR-100 datasets

Open Images

A dataset consisting of ~9 million URLs to images that have been annotated with labels spanning over 6000 categories.

Google Landmarks

Contains images annotated with labels representing human-made and natural landmarks. The dataset can be used for landmark recognition and retrieval experiments.

AudioSet

Comprehensive sound ontology with over 600 sound classes and a dataset of over 2 million 10-second YouTube clips human-annotated with sound labels.

Natural Questions

A question answering dataset. Text of real anonymized, aggregated queries issued to the Google search engine.

Robotic Tasks

A collection of examples of a robot arm pushing and grasping a variety of objects. The dataset contains RGB-D views of the arm, gripper and objects, along with actuation and position parameters.

Nsynth

A large-scale and high-quality dataset of annotated musical notes.

Explore our datasets

Open Source

Explore TensorFlow

Our open-source machine learning platform for everyone.

QuantumLib

Code for the Quantum World.

Google Open Source

Google believes that open source is good for everyone.

Google Research GitHub

Explore all the open source releases from Google Research.

Tools and services

Tensorflow tools

Ecosystem of tools to help you use TensorFlow

TPU Research Cloud

The TPU Research Cloud (TRC) program enables researchers to apply for access to a cluster of more than 1,000 Cloud TPUs at no charge to help them accelerate the next wave of research breakthroughs.

Dataset Search

Dataset Search enables users to find datasets stored in thousands of repositories across the web, making these datasets universally accessible and useful for everyone.

Cloud TPU machine learning accelerators

Train and run machine learning models faster than ever before.

Cloud AI

Google Cloud's AI provides modern machine learning services, with pre-trained models and a service to generate your own tailored models.

Cloud AutoML

Train high quality custom machine learning models with minimum effort and machine learning expertise.

CoLaboratory

Colaboratory is a Google research project created to help disseminate machine learning education and research. It's a Jupyter notebook environment that requires no setup to use and runs entirely in the cloud.

Build your machine learning skills

Whether you’re an ML expert or you’re just getting started, you’ll find training and information in our resource center.

Learn with Google AI