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</div> <div class="navigation__sub__columns__mobile"> <button class="glue-header__link js-sub-nav-target" data-panel="nested" role="menuitem" aria-haspopup="true"> Research areas <span class="icon icon--caret"></span> </button> <div class="navigation__nested-sub js-sub-nav-parent"> <div class="navigation__sub__mobile-heading"> <button class="glue-header__link js-sub-nav-close-mobile" role="menuitem" aria-haspopup="true"> <span class="sr-text">Back to</span> <span class="icon icon--caret"></span> Research areas <span class="sr-text">menu</span> </button> <hr/> </div> <ul> <li role="menuitem"> <a href="https://research.google/research-areas/" class="navigation__sub__columns__mobile__link" > Explore all research areas <span> </span> </a> </li> </ul> </div> </div> </li> <li data-gt-secondary="Foundational ML &amp; Algorithms"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading">Foundational ML &amp; Algorithms</h2> <ul> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/algorithms-and-theory/" > Algorithms &amp; Theory </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/data-management/" > Data Management </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/data-mining-and-modeling/" > Data Mining &amp; Modeling </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/information-retrieval-and-the-web/" > Information Retrieval &amp; the Web </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/machine-intelligence/" > Machine Intelligence </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/machine-perception/" > Machine Perception </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/machine-translation/" > Machine Translation </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/natural-language-processing/" > Natural Language Processing </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/speech-processing/" > Speech Processing </a> </li> </ul> </div> <div class="navigation__sub__columns__mobile"> <button class="glue-header__link js-sub-nav-target" data-panel="nested" role="menuitem" aria-haspopup="true"> Foundational ML &amp; Algorithms <span class="icon icon--caret"></span> </button> <div class="navigation__nested-sub js-sub-nav-parent"> <div class="navigation__sub__mobile-heading"> <button class="glue-header__link js-sub-nav-close-mobile" role="menuitem" aria-haspopup="true"> <span class="sr-text">Back to</span> <span class="icon icon--caret"></span> Foundational ML &amp; Algorithms <span class="sr-text">menu</span> </button> <hr/> </div> <ul> <li role="menuitem"> <a href="https://research.google/research-areas/algorithms-and-theory/" class="navigation__sub__columns__mobile__link" > Algorithms &amp; Theory <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/data-management/" class="navigation__sub__columns__mobile__link" > Data Management <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/data-mining-and-modeling/" class="navigation__sub__columns__mobile__link" > Data Mining &amp; Modeling <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/information-retrieval-and-the-web/" class="navigation__sub__columns__mobile__link" > Information Retrieval &amp; the Web <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/machine-intelligence/" class="navigation__sub__columns__mobile__link" > Machine Intelligence <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/machine-perception/" class="navigation__sub__columns__mobile__link" > Machine Perception <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/machine-translation/" class="navigation__sub__columns__mobile__link" > Machine Translation <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/natural-language-processing/" class="navigation__sub__columns__mobile__link" > Natural Language Processing <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/speech-processing/" class="navigation__sub__columns__mobile__link" > Speech Processing <span> </span> </a> </li> </ul> </div> </div> </li> <li data-gt-secondary="Computing Systems &amp; Quantum AI"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading">Computing Systems &amp; Quantum AI</h2> <ul> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/distributed-systems-and-parallel-computing/" > Distributed Systems &amp; Parallel
Computing </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/hardware-and-architecture/" > Hardware &amp; Architecture </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/mobile-systems/" > Mobile Systems </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/networking/" > Networking </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/quantum-computing/" > Quantum Computing </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/robotics/" > Robotics </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/security-privacy-and-abuse-prevention/" > Security, Privacy, &amp; Abuse
Prevention </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/software-engineering/" > Software Engineering </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/software-systems/" > Software Systems </a> </li> </ul> </div> <div class="navigation__sub__columns__mobile"> <button class="glue-header__link js-sub-nav-target" data-panel="nested" role="menuitem" aria-haspopup="true"> Computing Systems &amp; Quantum AI <span class="icon icon--caret"></span> </button> <div class="navigation__nested-sub js-sub-nav-parent"> <div class="navigation__sub__mobile-heading"> <button class="glue-header__link js-sub-nav-close-mobile" role="menuitem" aria-haspopup="true"> <span class="sr-text">Back to</span> <span class="icon icon--caret"></span> Computing Systems &amp; Quantum AI <span class="sr-text">menu</span> </button> <hr/> </div> <ul> <li role="menuitem"> <a href="https://research.google/research-areas/distributed-systems-and-parallel-computing/" class="navigation__sub__columns__mobile__link" > Distributed Systems &amp; Parallel
Computing <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/hardware-and-architecture/" class="navigation__sub__columns__mobile__link" > Hardware &amp; Architecture <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/mobile-systems/" class="navigation__sub__columns__mobile__link" > Mobile Systems <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/networking/" class="navigation__sub__columns__mobile__link" > Networking <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/quantum-computing/" class="navigation__sub__columns__mobile__link" > Quantum Computing <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/robotics/" class="navigation__sub__columns__mobile__link" > Robotics <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/security-privacy-and-abuse-prevention/" class="navigation__sub__columns__mobile__link" > Security, Privacy, &amp; Abuse
Prevention <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/software-engineering/" class="navigation__sub__columns__mobile__link" > Software Engineering <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/software-systems/" class="navigation__sub__columns__mobile__link" > Software Systems <span> </span> </a> </li> </ul> </div> </div> </li> <li data-gt-secondary="Science, AI &amp; Society"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading">Science, AI &amp; Society</h2> <ul> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/climate-and-sustainability/" > Climate &amp; Sustainability </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/economics-and-electronic-commerce/" > Economics &amp; Electronic Commerce </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/education-innovation/" > Education Innovation </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/general-science/" > General Science </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/health-bioscience/" > Health &amp; Bioscience </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="https://research.google/research-areas/human-computer-interaction-and-visualization/" > Human-Computer Interaction and Visualization </a> </li> </ul> </div> <div class="navigation__sub__columns__mobile"> <button class="glue-header__link js-sub-nav-target" data-panel="nested" role="menuitem" aria-haspopup="true"> Science, AI &amp; Society <span class="icon icon--caret"></span> </button> <div class="navigation__nested-sub js-sub-nav-parent"> <div class="navigation__sub__mobile-heading"> <button class="glue-header__link js-sub-nav-close-mobile" role="menuitem" aria-haspopup="true"> <span class="sr-text">Back to</span> <span class="icon icon--caret"></span> Science, AI &amp; Society <span class="sr-text">menu</span> </button> <hr/> </div> <ul> <li role="menuitem"> <a href="https://research.google/research-areas/climate-and-sustainability/" class="navigation__sub__columns__mobile__link" > Climate &amp; Sustainability <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/economics-and-electronic-commerce/" class="navigation__sub__columns__mobile__link" > Economics &amp; Electronic Commerce <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/education-innovation/" class="navigation__sub__columns__mobile__link" > Education Innovation <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/general-science/" class="navigation__sub__columns__mobile__link" > General Science <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/health-bioscience/" class="navigation__sub__columns__mobile__link" > Health &amp; Bioscience <span> </span> </a> </li> <li role="menuitem"> <a href="https://research.google/research-areas/human-computer-interaction-and-visualization/" class="navigation__sub__columns__mobile__link" > Human-Computer Interaction and Visualization <span> </span> </a> </li> </ul> </div> </div> </li> </ul> </div> </div></div> </div> </div> </li> <li class="glue-header__item js-sub-nav-parent --parent" data-gt-primary="Our work" > <button class="glue-header__link js-sub-nav-target" aria-haspopup="true" aria-expanded="false" > <span class=""> Our work <span class="icon icon--caret"></span> </span> </button> <div class="navigation__sub js-sub-nav" role="menu"> <div class="navigation__sub__container"> <div class="navigation__sub__mobile-heading"> <button class="glue-header__link js-sub-nav-close-mobile"> <span class="sr-text">Back to</span> <span class="icon icon--caret"></span> Our work <span class="sr-text">menu</span> </button> <hr/> </div> <div class="block-nav_drawer_columns_content"> <div class="navigation__sub--content" data-gt-secondary=""> <div class="navigation__sub__wrapper"> <ul class="navigation__sub__columns"> <li data-gt-secondary="Projects"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading"> Projects </h2> <p class="navigation__sub__columns__description caption">We regularly open-source projects with the broader research community and apply our developments to Google products.</p> <a href="https://research.google/resources/our-projects/" class="glue-inline-link js-drawer-link" > <span class="sr-text">Learn more about our Projects</span> <span aria-hidden="true">Learn more</span> </a> </div> <div class="navigation__sub__columns__mobile"> <a class="glue-header__link" href="https://research.google/resources/our-projects/" > Projects </a> </div> </li> <li data-gt-secondary="Publications"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading"> Publications </h2> <p class="navigation__sub__columns__description caption">Publishing our work allows us to share ideas and work collaboratively to advance the field of computer science.</p> <a href="https://research.google/pubs/" class="glue-inline-link js-drawer-link" > <span class="sr-text">Learn more about our Publications</span> <span aria-hidden="true">Learn more</span> </a> </div> <div class="navigation__sub__columns__mobile"> <a class="glue-header__link" href="https://research.google/pubs/" > Publications </a> </div> </li> <li data-gt-secondary="Resources"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading"> Resources </h2> <p class="navigation__sub__columns__description caption">We make products, tools, and datasets available to everyone with the goal of building a more collaborative ecosystem.</p> <a href="https://research.google/resources/" class="glue-inline-link js-drawer-link" > <span class="sr-text">Learn more about our Resources</span> <span aria-hidden="true">Learn more</span> </a> </div> <div class="navigation__sub__columns__mobile"> <a class="glue-header__link" href="https://research.google/resources/" > Resources </a> </div> </li> </ul> </div> </div> </div> </div> </div> </li> <li class="glue-header__item js-sub-nav-parent --parent" data-gt-primary="Programs &amp; 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Sharing our learnings and tools to fuel progress in the field is core to our approach.</p></p> <div class="primary-hero__ctas"> </div> </div> </div> <div class="glue-grid__col glue-grid__col--span-6 glue-grid__col--span-5-md glue-grid__col--span-12-sm"> <img src="https://storage.googleapis.com/gweb-research2023-media/original_images/projects.jpg" alt="person pointing at map on phone screen and fighter jet" > <div class="primary-hero__body --mobile"> <p class="body"><p data-block-key="gpye2">Our teams leverage research developments across domains to build tools and technology that impact billions of people. Sharing our learnings and tools to fuel progress in the field is core to our approach.</p></p> <div class="primary-hero__ctas"> </div> </div> </div> </div> </div> </section> <section class="offset-two-up --theme-light both" data-gt-id="offset_two_up" data-gt-component-name=""> <div class="glue-page glue-grid"> <div id="offset_two_up_col_left" class="glue-grid__col glue-grid__col--span-12"> <section class="component-as-block --no-padding-top"> <ul class="card-stack--basic nested-glue-grid-override" data-gt-id="project_basic_card_stack" data-gt-component-name=""> <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/gr/wildfires/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/Wildfires_Intro_Hero-still.width-800.png" alt="Wildfires_Intro_Hero-still" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/Wildfires_Intro_Hero-still.width-800.png" alt="Wildfires_Intro_Hero-still" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Wildfire detection and prediction </span> <div class="glue-card__description glue-spacer-1-top"> Using AI to provide accurate wildfire information to affected communities and fire authorities </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/languages/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/Anthem_Thumb_14.width-800.jpg" alt="Languages" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/Anthem_Thumb_14.width-800.jpg" alt="Languages" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Languages </span> <div class="glue-card__description glue-spacer-1-top"> How Google is expanding support for thousands of the world&#x27;s languages. </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/neural-mapping" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/neural-mapping-hero.width-800.png" alt="neural-mapping-hero" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/neural-mapping-hero.width-800.png" alt="neural-mapping-hero" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Neural mapping </span> <div class="glue-card__description glue-spacer-1-top"> Google is driving innovation in brain mapping, enabling breakthroughs in neuroscience. </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/videopoet/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/share-image.width-800.gif" alt="VideoPoet-image" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/share-image.width-800.gif" alt="VideoPoet-image" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> VideoPoet </span> <div class="glue-card__description glue-spacer-1-top"> VideoPoet is a language model capable of synthesizing high-quality video and audio from a large variety of conditioning signals. </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/greenlight/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/project-green-light.width-800.jpg" alt="project-green-light" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/project-green-light.width-800.jpg" alt="project-green-light" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Green Light </span> <div class="glue-card__description glue-spacer-1-top"> Optimizing traffic lights to reduce vehicle emissions in cities, helping to mitigate climate change and improve urban mobility. </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/weatherbench/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/micro_site-weather-bench-0002_1.width-800.jpg" alt="WeatherBench2" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/micro_site-weather-bench-0002_1.width-800.jpg" alt="WeatherBench2" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> WeatherBench 2 </span> <div class="glue-card__description glue-spacer-1-top"> WeatherBench 2 is a benchmark for evaluating the next generation of data-driven, global weather forecasting models. </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/contrails/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/micro_site-project-contrails-0000.width-800.jpg" alt="micro_site-project-contrails" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/micro_site-project-contrails-0000.width-800.jpg" alt="micro_site-project-contrails" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Project Contrails </span> <div class="glue-card__description glue-spacer-1-top"> Leveraging computer vision to build a cost-effective and scalable method for helping to mitigate aviation’s climate impact. </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/gr/floodforecasting/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/Flood_forecasting_hero.width-800.png" alt="Flood forecasting hero" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/Flood_forecasting_hero.width-800.png" alt="Flood forecasting hero" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Flood Forecasting </span> <div class="glue-card__description glue-spacer-1-top"> The Flood Forecasting Initiative uses AI to make flood forecasting information universally accessible. </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/med-palm/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/medpalm.width-800.png" alt="medpalm" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/medpalm.width-800.png" alt="medpalm" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Med-PaLM </span> <div class="glue-card__description glue-spacer-1-top"> A large language model fine-tuned and designed to provide high quality answers to medical questions. </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/usm/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/universal_speech.width-800.png" alt="universal speech" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/universal_speech.width-800.png" alt="universal speech" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Universal Speech Model (USM) </span> <div class="glue-card__description glue-spacer-1-top"> 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. </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/relate/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/project-relate-2613bbddc2cd26773672de28f32efc7.width-800.png" alt="project relate" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/project-relate-2613bbddc2cd26773672de28f32efc7.width-800.png" alt="project relate" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Project Relate </span> <div class="glue-card__description glue-spacer-1-top"> An Android beta app that uses machine learning to help people with non-standard speech make their voices heard. </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/datacardsplaybook/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/dataacard.width-800.png" alt="dataacard" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/dataacard.width-800.png" alt="dataacard" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> The data cards playbook </span> <div class="glue-card__description glue-spacer-1-top"> A toolkit of activities, frameworks, and guidance for transparency in research dataset documentation. Customizable, participatory methods to create Data Cards templates. </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/scouts/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/SCOUTS.width-800.jpg" alt="SCOUTS" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/SCOUTS.width-800.jpg" alt="SCOUTS" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Societal Context Understanding Tools and Solutions (SCOUTS) </span> <div class="glue-card__description glue-spacer-1-top"> Societal Context Understanding Tools and Solutions (SCOUTS) is a Google 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. </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://wordcraft-writers-workshop.appspot.com/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/wordcraft.width-800.png" alt="wordcraft" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/wordcraft.width-800.png" alt="wordcraft" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Wordcraft writers workshop </span> <div class="glue-card__description glue-spacer-1-top"> 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. </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/phenaki/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/phen.width-800.png" alt="phen" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/phen.width-800.png" alt="phen" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Phenaki </span> <div class="glue-card__description glue-spacer-1-top"> Realistic video generation of arbitrary length from open-domain textual descriptions. </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/palm-saycan" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/palm.width-800.png" alt="palm" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/palm.width-800.png" alt="palm" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> PaLM-SayCan </span> <div class="glue-card__description glue-spacer-1-top"> A robotics algorithm that combines the understanding of language models with the real-world capabilities of a helper robot. </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/pali/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/pali.width-800.png" alt="pali" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/pali.width-800.png" alt="pali" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> PALI </span> <div class="glue-card__description glue-spacer-1-top"> A scalable approach to joint modeling of language and images that reaches new levels of performance in multiple vision-language tasks and multiple languages. </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/parti/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/parti.width-800.png" alt="parti" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/parti.width-800.png" alt="parti" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Parti </span> <div class="glue-card__description glue-spacer-1-top"> An autoregressive text-to-image generation model that achieves high-fidelity photorealistic image generation and supports content-rich synthesis involving complex compositions and world knowledge. </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://imagen.research.google/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/imagen.width-800.png" alt="imagen" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/imagen.width-800.png" alt="imagen" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Imagen </span> <div class="glue-card__description glue-spacer-1-top"> A text-to-image diffusion model with an unprecedented degree of photorealism and a deep level of language understanding. </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/floods/l/0/0/3?lat=16.130262012034756&amp;lng=2.8125&amp;zoom=3.6" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/flood_hub.width-800.png" alt="flood hub" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/flood_hub.width-800.png" alt="flood hub" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Flood hub </span> <div class="glue-card__description glue-spacer-1-top"> Global flood current and forecast information that is free of charge to help people directly at risk, and to help governments and aid organizations access critical information. </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/gr/open-buildings/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/open_building.width-800.png" alt="open building" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/open_building.width-800.png" alt="open building" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Open buildings </span> <div class="glue-card__description glue-spacer-1-top"> A collection of building footprints to support social good applications. These are useful for a range of applications, from population estimation, urban planning and humanitarian response, to environmental and climate science. </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/about/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/tpu.width-800.png" alt="tpu" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/tpu.width-800.png" alt="tpu" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> TPU Research Cloud (TRC) </span> <div class="glue-card__description glue-spacer-1-top"> The 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. </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/euphonia/about/" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/LIM_Thumbnail_640x375.width-800.png" alt="project euphonia" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/LIM_Thumbnail_640x375.width-800.png" alt="project euphonia" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Project Euphonia </span> <div class="glue-card__description glue-spacer-1-top"> Project Euphonia is focused on helping people with non-standard speech be better understood. The approach is centered on analyzing speech recordings to better train speech recognition models. </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/tonetransfer" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/tone-transfer.width-800.png" alt="Tone transfer" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/tone-transfer.width-800.png" alt="Tone transfer" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Tone transfer </span> <div class="glue-card__description glue-spacer-1-top"> Mix and match music and machine learning to unlock new sounds. </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/xtreme" aria-label="" target="_blank" rel="noreferrer noopener" > <div class="glue-card__inner"> <picture class="glue-card__asset play-pause-size-override"> <source media="(min-width: 768px)" srcset="https://storage.googleapis.com/gweb-research2023-media/images/Cross-lingual.width-800.png" alt="Cross lingual" /> <img src="https://storage.googleapis.com/gweb-research2023-media/images/Cross-lingual.width-800.png" alt="Cross lingual" loading="lazy" /> </picture> <div class="glue-card__content --no-media"> <span class="headline-5 js-gt-item-id"> Cross-lingual transfer evaluation of multilingual encoders </span> <div class="glue-card__description glue-spacer-1-top"> A comprehensive benchmark for cross-lingual transfer learning on a varied set of languages and tasks. </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> </section> </div> </div> </section> <section class="banner --theme-dark" data-gt-id="banner" data-gt-component-name=""> <div class="banner__wrapper glue-page glue-grid"> <div class="banner__copy glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-6-md"> <h2 class="banner__headline headline-3">Our resources are available to everyone</h2> <p class="banner__body-copy body">We regularly share datasets, tools and services with the broader scientific community to be used, shared, and built on.</p> <a class="glue-button glue-button--medium-emphasis glue-button--reversed" href="https://research.google/resources/" > <span 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