Resources – Google Research

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</div> </div> </div> </div> </section>  <div class="jumplink-divider glue-fullbleed"></div> <section class="glue-page jumplinks js-jumplinks"> <div class="glue-grid"> <div class="jumplinks__left-col glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-12-md glue-grid__col--span-3-lg"> <div class="jumplinks__list-wrapper js-gt-inpage-nav-wrapper"> <h2 class="eyebrow">Resources</h2> <ul class="jumplinks__link-list"> <li class=""> <a class="jumplinks__link-item js-jumplinks__link-item" href="#datasets-1">Datasets</a> </li> <li class=""> <a class="jumplinks__link-item js-jumplinks__link-item" href="#tools-services-2">Tools & services</a> </li> <li class=""> <a class="jumplinks__link-item js-jumplinks__link-item" href="#open-source-3">Open source</a> </li> </ul> </div> </div> <div class="jumplinks__content glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-12-md glue-grid__col--span-9-lg"> <div id="datasets-1" class="js-jumplinks__content-item"> <section class="offset-two-up --theme-light --no-padding-top" data-gt-id="offset_two_up" data-gt-component-name="None"> <div class=" glue-grid"> <div class="offset-two-up__left-col glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-12-md glue-grid__col--span-9-lg"> <h2 class="offset-two-up__headline headline-3">Datasets</h2> </div> <div class="glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-12-md glue-grid__col--span-9-lg"> <section class="component-as-block --no-padding-bottom"> <div class="card-stack--basic" data-gt-id="basic_card_stack" data-gt-component-name="None"> <ul class="nested-glue-grid-override"> <li class="glue-grid__col glue-grid__col--span-4-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue " href="http://research.google/resources/datasets/" aria-label="" > <div class="glue-card__inner"> <div data-gt-id="media" data-gt-component-name="None">   <picture class="glue-card__asset play-pause-size-override media__image"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/Google_Research.width-800.jpg" alt="Google Research" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/Google_Research.width-800.jpg" alt="Google Research" loading="lazy" /> </picture> </div> <div class="glue-card__content "> <span class="headline-5 js-gt-item-id"> Google Research Datasets </span> <div class="glue-card__description glue-spacer-1-top"> <p data-block-key="bd0fv">Google periodically releases data of interest to researchers in a wide range of computer science disciplines.</p> </div> </div> <div class="glue-card__cta"> <span class="glue-button glue-spacer-1-top glue-button--low-emphasis"> Learn more </span> </div> </div> </a> </li> <li class="glue-grid__col glue-grid__col--span-4-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue " href="https://www.kaggle.com/organizations/google" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <div data-gt-id="media" data-gt-component-name="None">   <picture class="glue-card__asset play-pause-size-override media__image"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/Kaggle.width-800.jpg" alt="Kaggle" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/Kaggle.width-800.jpg" alt="Kaggle" loading="lazy" /> </picture> </div> <div class="glue-card__content "> <span class="headline-5 js-gt-item-id"> Kaggle </span> <div class="glue-card__description glue-spacer-1-top"> <p data-block-key="ja7ay">Explore and analyze Google data.</p> </div> </div> <div class="glue-card__cta"> <span class="glue-button glue-spacer-1-top glue-button--low-emphasis"> Learn more </span> </div> </div> </a> </li> <li class="glue-grid__col glue-grid__col--span-4-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue " href="https://huggingface.co/google" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <div data-gt-id="media" data-gt-component-name="None">   <picture class="glue-card__asset play-pause-size-override media__image"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/Rectangle_1.width-800.jpg" alt="Hugging Face" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/Rectangle_1.width-800.jpg" alt="Hugging Face" loading="lazy" /> </picture> </div> <div class="glue-card__content "> <span class="headline-5 js-gt-item-id"> Hugging Face </span> <div class="glue-card__description glue-spacer-1-top"> <p data-block-key="ve3fq">Collaborate on Google models, datasets, and applications.</p> </div> </div> <div class="glue-card__cta"> <span class="glue-button glue-spacer-1-top glue-button--low-emphasis"> Learn more </span> </div> </div> </a> </li> <li class="glue-grid__col glue-grid__col--span-4-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue " href="https://datasetsearch.research.google.com/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <div data-gt-id="media" data-gt-component-name="None">   <picture class="glue-card__asset play-pause-size-override media__image"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/dataset-search.width-800.png" alt="dataset-search" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/dataset-search.width-800.png" alt="dataset-search" loading="lazy" /> </picture> </div> <div class="glue-card__content "> <span class="headline-5 js-gt-item-id"> Dataset Search </span> <div class="glue-card__description glue-spacer-1-top"> <p data-block-key="o2jr8">Use simple keyword searches to discover datasets hosted in thousands of repositories across the Web.</p> </div> </div> <div class="glue-card__cta"> <span class="glue-button glue-spacer-1-top glue-button--low-emphasis"> See datasets </span> </div> </div> </a> </li> </ul> </div> </section> </div> </div> </section> <hr /> </div> <div id="tools-services-2" class="js-jumplinks__content-item"> <section class="offset-two-up --theme-light both" data-gt-id="offset_two_up" data-gt-component-name="None"> <div class=" glue-grid"> <div class="offset-two-up__left-col glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-12-md glue-grid__col--span-9-lg"> <h2 class="offset-two-up__headline headline-3">Tools & services</h2> <div class="offset-two-up__description"> <p data-block-key="1a311">Explore the tools and services that help our Google Research teams push what’s possible.</p> </div> </div> <div class="glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-12-md glue-grid__col--span-9-lg"> <section class="component-as-block --no-padding-bottom"> <div class="card-stack--basic" data-gt-id="basic_card_stack" data-gt-component-name="None"> <ul class="nested-glue-grid-override"> <li class="glue-grid__col glue-grid__col--span-4-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue " href="https://www.tensorflow.org/learn#prepare-data" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <div data-gt-id="media" data-gt-component-name="None">   <picture class="glue-card__asset play-pause-size-override media__image"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/tools_prepare-data.width-800.jpg" alt="tools prepare data" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/tools_prepare-data.width-800.jpg" alt="tools prepare data" loading="lazy" /> </picture> </div> <div class="glue-card__content "> <p class="glue-label glue-spacer-1-bottom">PLATFORM</p> <span class="headline-5 js-gt-item-id"> Prepare data </span> <div class="glue-card__description glue-spacer-1-top"> <p data-block-key="vo9g7">Use TensorFlow tools to process and load your data</p> </div> </div> <div class="glue-card__cta"> <span class="glue-button glue-spacer-1-top glue-button--low-emphasis"> Learn more </span> </div> </div> </a> </li> <li class="glue-grid__col glue-grid__col--span-4-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue " href="https://cloud.google.com/automl" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <div data-gt-id="media" data-gt-component-name="None">   <picture class="glue-card__asset play-pause-size-override media__image"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/Rectangle_1.width-800.png" alt="BuildML" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/Rectangle_1.width-800.png" alt="BuildML" loading="lazy" /> </picture> </div> <div class="glue-card__content "> <p class="glue-label glue-spacer-1-bottom">REPOSITORY</p> <span class="headline-5 js-gt-item-id"> Build ML models </span> <div class="glue-card__description glue-spacer-1-top"> <p data-block-key="k2axq">Use pre-trained models or create custom ones.</p> </div> </div> <div class="glue-card__cta"> <span class="glue-button glue-spacer-1-top glue-button--low-emphasis"> Learn more </span> </div> </div> </a> </li> <li class="glue-grid__col glue-grid__col--span-4-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue " href="https://sites.research.google/trc" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <div data-gt-id="media" data-gt-component-name="None">   <picture class="glue-card__asset play-pause-size-override media__image"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/TPU-Research-cloud.width-800.jpg" alt="TPU-Research-cloud" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/TPU-Research-cloud.width-800.jpg" alt="TPU-Research-cloud" loading="lazy" /> </picture> </div> <div class="glue-card__content "> <p class="glue-label glue-spacer-1-bottom">PROGRAM</p> <span class="headline-5 js-gt-item-id"> TPU Research Cloud </span> <div class="glue-card__description glue-spacer-1-top"> <p data-block-key="6w3h0">Apply for access to a cluster of more than 1,000 Cloud TPUs to accelerate the next wave of breakthroughs.</p> </div> </div> <div class="glue-card__cta"> <span class="glue-button glue-spacer-1-top glue-button--low-emphasis"> Learn more </span> </div> </div> </a> </li> </ul> </div> </section> <section class="component-as-block --no-padding-bottom"> <div class="card-stack--basic" data-gt-id="basic_card_stack" data-gt-component-name="None"> <ul class="nested-glue-grid-override"> <li class="glue-grid__col glue-grid__col--span-4-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue " href="https://cloud.google.com/products/ai" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <div data-gt-id="media" data-gt-component-name="None">   <picture class="glue-card__asset play-pause-size-override media__image"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/Resource_-_Cloud_AI.width-800.png" alt="Resource - Cloud AI" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/Resource_-_Cloud_AI.width-800.png" alt="Resource - Cloud AI" loading="lazy" /> </picture> </div> <div class="glue-card__content "> <p class="glue-label glue-spacer-1-bottom">SERVICE</p> <span class="headline-5 js-gt-item-id"> Cloud AI </span> <div class="glue-card__description glue-spacer-1-top"> <p data-block-key="zk64a">Access modern machine learning services to generate your own tailored models.</p> </div> </div> <div class="glue-card__cta"> <span class="glue-button glue-spacer-1-top glue-button--low-emphasis"> Learn more </span> </div> </div> </a> </li> <li class="glue-grid__col glue-grid__col--span-4-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue " href="https://cloud.google.com/tpu/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <div data-gt-id="media" data-gt-component-name="None">   <picture class="glue-card__asset play-pause-size-override media__image"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/tools_cloud-tpu.width-800.jpg" alt="tools_cloud-tpu" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/tools_cloud-tpu.width-800.jpg" alt="tools_cloud-tpu" loading="lazy" /> </picture> </div> <div class="glue-card__content "> <p class="glue-label glue-spacer-1-bottom">Product</p> <span class="headline-5 js-gt-item-id"> Cloud TPU machine learning accelerators </span> <div class="glue-card__description glue-spacer-1-top"> <p data-block-key="d4nxy">Train and run machine learning models faster than ever before.</p> </div> </div> <div class="glue-card__cta"> <span class="glue-button glue-spacer-1-top glue-button--low-emphasis"> Learn more </span> </div> </div> </a> </li> <li class="glue-grid__col glue-grid__col--span-4-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue " href="https://cloud.google.com/automl/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <div data-gt-id="media" data-gt-component-name="None">   <picture class="glue-card__asset play-pause-size-override media__image"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/Cloud-autoML.width-800.jpg" alt="Cloud-autoML" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/Cloud-autoML.width-800.jpg" alt="Cloud-autoML" loading="lazy" /> </picture> </div> <div class="glue-card__content "> <p class="glue-label glue-spacer-1-bottom">Product</p> <span class="headline-5 js-gt-item-id"> Cloud AutoML </span> <div class="glue-card__description glue-spacer-1-top"> <p data-block-key="yyu7d">Train high quality custom machine learning models with minimum effort and machine learning expertise.</p> </div> </div> <div class="glue-card__cta"> <span class="glue-button glue-spacer-1-top glue-button--low-emphasis"> Learn more </span> </div> </div> </a> </li> </ul> </div> </section> <section class="component-as-block --no-padding-bottom"> <div class="card-stack--basic" data-gt-id="basic_card_stack" data-gt-component-name="None"> <ul class="nested-glue-grid-override"> <li class="glue-grid__col glue-grid__col--span-4-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue " href="https://colab.research.google.com/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <div data-gt-id="media" data-gt-component-name="None">   <picture class="glue-card__asset play-pause-size-override media__image"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/tools_colaboratory.width-800.jpg" alt="tools_colaboratory" 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It's a Jupyter notebook environment that requires no setup to use and runs entirely in the cloud.</p> </div> </div> <div class="glue-card__cta"> <span class="glue-button glue-spacer-1-top glue-button--low-emphasis"> Learn more </span> </div> </div> </a> </li> </ul> </div> </section> </div> </div> </section> <hr /> </div> <div id="open-source-3" class="js-jumplinks__content-item"> <section class="offset-two-up --theme-light both" data-gt-id="offset_two_up" data-gt-component-name="None"> <div class=" glue-grid"> <div class="offset-two-up__left-col glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-12-md glue-grid__col--span-9-lg"> <h2 class="offset-two-up__headline headline-3">Open source</h2> </div> <div class="glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-12-md glue-grid__col--span-9-lg"> <section class="component-as-block both"> <div class="card-stack--basic" data-gt-id="basic_card_stack" data-gt-component-name="None"> <ul class="nested-glue-grid-override"> <li class="glue-grid__col glue-grid__col--span-6-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue " href="https://sites.research.google/datacardsplaybook/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <div data-gt-id="media" data-gt-component-name="None">   <picture class="glue-card__asset play-pause-size-override media__image"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/tools_data-cards-playbook.width-800.jpg" alt="tools_data-cards-playbook" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/tools_data-cards-playbook.width-800.jpg" alt="tools_data-cards-playbook" loading="lazy" /> </picture> </div> <div class="glue-card__content "> <span class="headline-5 js-gt-item-id"> The Data Cards Playbook </span> <div class="glue-card__description glue-spacer-1-top"> <p data-block-key="hf5gs">A toolkit of activities, frameworks, and guidance for transparency in research dataset documentation. 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