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Know Your Data
<!DOCTYPE html> <html> <head> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <!-- Do we need additional share metadata included here? --> <!-- Global site tag (gtag.js) - Google Analytics --> <script async src="https://www.googletagmanager.com/gtag/js?id=G-NX08RFMGJW" nonce="DnovK9poJ8q15Oc4WE0rXA"></script> <script nonce="DnovK9poJ8q15Oc4WE0rXA"> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'G-NX08RFMGJW'); </script> <title>Know Your Data</title> <link rel="stylesheet" href="https://fonts.googleapis.com/icon?family=Material+Icons" nonce="DnovK9poJ8q15Oc4WE0rXA"> <link rel="stylesheet" href="/assets/css/material.min.css" nonce="DnovK9poJ8q15Oc4WE0rXA"> <link rel="stylesheet" href="/assets/css/material.min.css" nonce="DnovK9poJ8q15Oc4WE0rXA"> <link rel="stylesheet" href="/assets/css/prism-material-light.css" nonce="DnovK9poJ8q15Oc4WE0rXA"> <link href="https://fonts.googleapis.com/css?family=Open+Sans:400,400italic,500,500italic,700,700italic|Google Sans:400,400italic,500,500italic,700,700italic|Roboto" rel="stylesheet" nonce="DnovK9poJ8q15Oc4WE0rXA"> <link href="/assets/css/new.css" rel="stylesheet" nonce="DnovK9poJ8q15Oc4WE0rXA"> <link rel="icon" href="/assets/images/favicon.png" type="image/png"/> <meta name="keywords" content="machine learning,dataset,visualization"> <meta name="description" content="A tool to understand datasets with the goal of improving data quality, and helping mitigate fairness and bias issues."> <meta property="og:type" content="article"/> <meta property="og:title" content="Know Your Data"/> <meta property="og:url" content="https://knowyourdata.withgoogle.com"/> <meta property="og:image" content="https://knowyourdata.withgoogle.com/assets/images/meta-preview.png"/> <meta name="twitter:card" value="summary_large_image"> <meta name="twitter:title" content="Know Your Data"> <meta name="twitter:url" content="https://knowyourdata.withgoogle.com"> <meta name="twitter:image" content="https://knowyourdata.withgoogle.com/assets/images/meta-preview.png"> <meta name="author" content="The PAIR team, Google"> <meta charset="utf-8"> <style> </style> </head> <body> <div class="mdl-layout mdl-layout--no-desktop-drawer-button mdl-js-layout mdl-layout--fixed-header"> <header class="mdl-layout__header"> <div class="mdl-layout__header-row"> <!-- Title --> <span class="mdl-layout__title"> <a href="/"> Know Your Data <sup>BETA</sup> </a> </span> <!-- Add spacer, to align navigation to the right --> <div class="mdl-layout-spacer"></div> <!-- Navigation. We hide it in small screens. --> <nav class="mdl-navigation mdl-layout--large-screen-only"> <a class="mdl-navigation__link" href="/docs/">DOCUMENTATION</a> <a class="mdl-navigation__link" href="/faqs/">FAQ</a> <a class="mdl-navigation__link" href="https://groups.google.com/g/knowyourdata-announce" target="-_blank">STAY UP TO DATE<img alt="stay up to date" class="header-arrow" src="/assets/images/arrow-link-out.svg"/></a> <a class="mdl-navigation__link" href="https://github.com/pair-code/knowyourdata" target="-_blank">GITHUB<img class="header-arrow" src="/assets/images/arrow-link-out.svg"/></a> </nav> </div> </header> <div class="mdl-layout__drawer"> <span class="mdl-layout__title"><a href="/">Know Your Data</a></span> <nav class="mdl-navigation"> <a class="mdl-navigation__link" href="/docs/">DOCUMENTATION</a> <a class="mdl-navigation__link" href="/faqs/">FAQ</a> <a class="mdl-navigation__link" href="https://groups.google.com/g/knowyourdata-announce" target="_blank">STAY UP TO DATE<img alt="stay up to date" class="header-arrow" src="/assets/images/arrow-link-out.svg"/></a> <a class="mdl-navigation__link" href="https://github.com/pair-code/knowyourdata" target="-_blank">GITHUB<img class="header-arrow" src="/assets/images/arrow-link-out.svg"/></a> </nav> </div> <main class="mdl-layout__content hero-banner main-bg"> <div class="mdl_grid main-page-container"> <div class="display1">Know Your Data helps researchers, engineers, product teams, and decision makers <strong>understand datasets</strong> with the goal of <strong>improving data quality</strong>, and helping <strong>mitigate fairness and bias issues.</strong></div> <div class="spacer" style="height:60px;"></div> <div class="home-card mdl-grid "> <div class="mdl-cell mdl-cell--4-col mdl-cell--12-col-tablet mdl-cell--12-col-phone layout-flex-col-center"> <h3 class="home-card-title">Explore 70+ ML datasets</h3> <p class="home-card-desc">Interactively explore image datasets supported by the TensorFlow Datasets API</p> </div> <div class="mdl-cell mdl-cell--7-col mdl-cell--12-col-tablet mdl-cell--12-col-phone"> <video class="home-card-video" loop autoplay muted> <source src="/assets/videos/explore-70-datasets.mp4" type="video/mp4" /> </video> </div> </div> <div class="home-card mdl-grid layout-flex-reverse"> <div class="mdl-cell mdl-cell--4-col mdl-cell--12-col-tablet mdl-cell--12-col-phone layout-flex-col-center"> <h3 class="home-card-title">Filter & group in real-time</h3> <p class="home-card-desc">Facet by source labels, Cloud Vision annotations, sharpness & more</p> </div> <div class="mdl-cell mdl-cell--7-col mdl-cell--12-col-tablet mdl-cell--12-col-phone"> <video class="home-card-video" loop autoplay muted> <source src="/assets/videos/filter-beaver.mp4" type="video/mp4" /> </video> </div> </div> <div class="home-card mdl-grid "> <div class="mdl-cell mdl-cell--4-col mdl-cell--12-col-tablet mdl-cell--12-col-phone layout-flex-col-center"> <h3 class="home-card-title">Find fairness and bias issues by comparing features</h3> <p class="home-card-desc">See how labels correlate with protected entities</p> </div> <div class="mdl-cell mdl-cell--7-col mdl-cell--12-col-tablet mdl-cell--12-col-phone"> <video class="home-card-video" loop autoplay muted> <source src="/assets/videos/relations-gender-cloud-vision.mp4" type="video/mp4" /> </video> </div> </div> <div class="main-page-stay-updated"> <h3>Stay updated</h3> <p>Know Your Data is <strong>under active development</strong> as we continue to expand our offerings. Our <strong>beta version</strong> visualizes image datasets supported by the TensorFlow Datasets API. Sign up to stay in the loop.</p> <div class="main-page-mailing-list"> <a class="home-cta-button" href="https://groups.google.com/g/knowyourdata-announce" > <button class="mdl-button mdl-js-button mdl-button--raised mdl-js-ripple-effect"> Join the mailing list </button> </a> </div> </div> <div class="spacer" style="height:50px;"></div> <div class="footer-container mdl-grid"> <div class="mdl-cell mdl-cell--2-col mdl-cell--2-col-tablet mdl-cell--4-col-phone"><a href="https://pair.withgoogle.com/" target="_blank"><img alt="Google PAIR logo" src="/assets/images/pair-logo.svg"/></a></div> <div class="mdl-cell mdl-cell--2-col mdl-cell--2-col-tablet mdl-cell--4-col-phone"><a href="https://github.com/pair-code" target="_blank">Github</a></div> <div class="footer-icons mdl-cell mdl-cell--4-col mdl-cell--8-col-tablet mdl-cell--4-col-phone"> <a href="mailto:peopleai@google.com" target="_blank"><img alt="Mail People AI at Google" src="/assets/images/mail.png"/></a> <a href="https://medium.com/people-ai-research" target="_blank"><img alt="PAIR Medium blog" src="/assets/images/medium.png"/></a> <a href="https://www.youtube.com/channel/UCnnns-uu4yy9BXfYSPIX5AA" target="_blank"><img alt="PAIR YouTube channel" src="/assets/images/youtube.png"/></a> </div> </div> </div> </main> </div> </body> <script defer src="/assets/js/material.min.js" nonce="DnovK9poJ8q15Oc4WE0rXA"></script> <script defer src="https://unpkg.com/material-components-web@11.0.0/dist/material-components-web.min.js" nonce="DnovK9poJ8q15Oc4WE0rXA"></script> </html>