Resources – Google Research

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

Some of our projects

Universal Speech Model (USM)

USM, a family of state-of-the-art speech models with 2B parameters trained on 12M hours (28 billion sentences) of speech, performs automatic speech recognition for 300+ languages.

Project Relate

An Android beta app that uses machine learning to help people with non-standard speech make their voices heard.

Societal context understanding tools and solutions

SCOUTS is a Research initiative with the mission to provide people and ML systems with the scalable, trustworthy societal context knowledge required to realize responsible and robust AI.

Wordcraft writers workshop

The Wordcraft Writers Workshop explores the limits of co-writing with LaMDA and fosters an honest and earnest conversation about the rapidly changing relationship between technology and creativity.

Phenaki

Realistic video generation of arbitrary length from open-domain textual descriptions.

PaLM-SayCan

A robotics algorithm that combines the understanding of language models with the real-world capabilities of a helper robot.

PALI

A scalable approach to joint modeling of language and images that reaches new levels of performance in multiple vision-language tasks and multiple languages.

Tools and services

Prepare data

Use TensorFlow tools to process and load your data

Build ML models

Use pre-trained models or create custom ones.

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.

Open source

The Data Cards Playbook

A toolkit of activities, frameworks, and guidance for transparency in research dataset documentation. Customizable, participatory methods to create Data Cards templates.

Explore TensorFlow

Our open-source machine learning platform for everyone.

Google Open Source

Google believes that open source is good for everyone.

Google Research GitHub

Explore all the open source releases from Google Research.

Research resources

Some of our datasets

Some of our projects

Tools and services

Open source

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