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People + AI Research
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content="People + AI Research (PAIR) is a multidisciplinary team at Google that explores the human side of AI." /> <meta property="og:image" content="https://pair.withgoogle.com/images/pair.jpg" /> <meta name=”robots” content=”index, follow”> <title>People + AI Research</title> <link rel="stylesheet" href="https://fonts.googleapis.com/icon?family=Material+Icons|Material+Icons+Outlined"> <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:400,700,900"> <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Open+Sans:300" rel="stylesheet"> <link rel="stylesheet" href="/css/material.min.css"> <link rel="stylesheet" href="/css/pair-main.css"> </head> <script async src="https://www.googletagmanager.com/gtag/js?id=UA-138505774-1"></script> <script> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'UA-138505774-1'); </script> <body> <div class="mdl-layout mdl-js-layout mdl-layout--overlay-drawer-button"> <main class="mdl-layout__content"> <nav id="navigation" class="mdl-grid" aria-label="Main site navigation"> <div class="mdl-cell--1-col mdl-cell--1-col-tablet mdl-cell--1-col-phone one-col-spacer"></div> <div class=" mdl-cell mdl-cell--3-col mdl-cell--8-col-tablet mdl-cell--4-col-phone"> <div class="nav-logo-full"> <a href="/"><img src="/images/PAIR/logo-for-white.svg" alt="PAIR Logo"/></a> </div> </div> <div class="nav-links mdl-cell mdl-cell--8-col mdl-cell--8-col-tablet mdl-cell--4-col-phone"> <a class="nav-guidebook" href="/guidebook/">Guidebook</a> <a class="nav-explorables" href="/explorables/">Explorables</a> <a class="nav-tools" href="/tools/">Tools</a> <a class="nav-research" href="/research/">Research</a> <a class="nav-events" href="/events/">Events</a> <a href="https://medium.com/people-ai-research" target="_blank"><img src="/images/PAIR/logo-medium.png"/></a> </div> </nav> <section id="home-top-content"> <div class="top-content mdl-grid"> <div class="mdl-cell--1-col mdl-cell--1-col-tablet mdl-cell--1-col-phone one-col-spacer"></div> <div class="mdl-cell--5-col mdl-cell--8-col-tablet mdl-cell--8-col-phone"> <h1 class="interactive-header">We are <span class="rotating-disciplines"><span class="rotater fade-in">Designers</span></span></h1> <p>People + AI Research (PAIR) is a multidisciplinary team at Google that explores the human side of AI by doing fundamental research, building tools, creating design frameworks, and working with diverse communities. </p> <p>We believe that for machine learning to achieve its positive potential, it needs to be participatory, involving the communities it affects and guided by a diverse set of citizens, policy-makers, activists, artists and more. </p> </div> <div class="mdl-cell--6-col mdl-cell--4-col-tablet mdl-cell--4-col-phone hideme840"> <div class="home-illustration-overlay"><img src="/images/PAIR/pair-girl-full.png"/></div> </div> </div> </section> <section id="main-content"> <div class="full-width-container light-green-background"> <div class="full-width-top"><img src="/images/PAIR/home-round-bg.png"/></div> </div> <div class="single-page-content"> <div class="full-width-container light-green-background"> <div class="full-width-bot"><img src="/images/PAIR/home-round-flipped-bg.png"/></div> </div> <div class="mdl-grid"> <div class="mdl-cell--1-col mdl-cell--4-col-tablet mdl-cell--1-col-phone one-col-spacer"></div> <div class="mdl-cell--10-col mdl-cell--8-col-tablet mdl-cell--8-col-phone"> <div class="mdl-grid"> <h2 id="check-out-our-work">Check out our work</h2> <div class="pair-half-card pair-card mdl-cell mdl-cell--6-col mdl-cell--8-col-tablet mdl-cell--4-col-phone"> <div class="pair-card-image"> <a href="/guidebook/" target=""><img src="/images/PAIR/card-guidebook.png"/></a> </div> <div class="pair-card-title"><h3><a href="/guidebook/" target="">People + AI Guidebook</a></h3></div> <div class="pair-card-content"> <p>A friendly, practical guide that lays out some best practices for creating useful, responsible AI applications.</p> </div> <div class="pair-card-cta"> <a href="/guidebook/" target="">Get Started</a> </div> </div> <div class="pair-half-card pair-card mdl-cell mdl-cell--6-col mdl-cell--8-col-tablet mdl-cell--4-col-phone"> <div class="pair-card-image"> <a href="/explorables/" target=""><img src="/images/PAIR/card-explorables.png"/></a> </div> <div class="pair-card-title"><h3><a href="/explorables/" target="">AI Explorables</a></h3></div> <div class="pair-card-content"> <p>Highly interactive, visual, and approachable explanations of key AI concepts.</p> </div> <div class="pair-card-cta"> <a href="/explorables/" target="">Start exploring</a> </div> </div> <div class="pair-half-card pair-card mdl-cell mdl-cell--6-col mdl-cell--8-col-tablet mdl-cell--4-col-phone"> <div class="pair-card-image"> <a href="https://medium.com/people-ai-research" target="_blank"><img src="/images/PAIR/card-medium.png"/></a> </div> <div class="pair-card-title"><h3><a href="https://medium.com/people-ai-research" target="_blank">PAIR @ Medium</a></h3></div> <div class="pair-card-content"> <p>Exploring ML ideas and issues, in non-technical features and conversations with diverse voices from around the world.</p> </div> <div class="pair-card-cta"> <a href="https://medium.com/people-ai-research" target="_blank"><img src="/images/PAIR/arrow-link-out.png" class="arrow-out"/>Explore issues + ideas</a> </div> </div> <div class="pair-half-card pair-card mdl-cell mdl-cell--6-col mdl-cell--8-col-tablet mdl-cell--4-col-phone"> <div class="pair-card-image"> <a href="/tools/" target=""><img src="/images/PAIR/card-tools.png"/></a> </div> <div class="pair-card-title"><h3><a href="/tools/" target="">Our Tools & Platforms</a></h3></div> <div class="pair-card-content"> <p>We build open-source tools to help make ML models more understandable, reliable, and fair.</p> </div> <div class="pair-card-cta"> <a href="/tools/" target="">Explore PAIR tools </a> </div> </div> <div class="pair-half-card pair-card mdl-cell mdl-cell--6-col mdl-cell--8-col-tablet mdl-cell--4-col-phone"> <div class="pair-card-image"> <a href="/research/" target=""><img src="/images/PAIR/card-research.png"/></a> </div> <div class="pair-card-title"><h3><a href="/research/" target="">Our Research</a></h3></div> <div class="pair-card-content"> <p>Our research into computer science, HCI, and design focuses on making ML more understandable, trustworthy, reliably fair, and useful.</p> </div> <div class="pair-card-cta"> <a href="/research/" target="">Browse our collection</a> </div> </div> <div class="pair-half-card pair-card mdl-cell mdl-cell--6-col mdl-cell--8-col-tablet mdl-cell--4-col-phone"> <div class="pair-card-image"> <a href="/thehardway/" target=""><img src="/images/PAIR/card-hardway.png"/></a> </div> <div class="pair-card-title"><h3><a href="/thehardway/" target="">Tic-Tac-Toe the Hard Way</a></h3></div> <div class="pair-card-content"> <p>Podcast where a writer and a software engineer explore the human choices that shape machine learning systems by building competing tic-tac-toe agents.</p> </div> <div class="pair-card-cta"> <a href="/thehardway/" target="">Listen to Podcast</a> </div> </div> </div> </div> </div> </div> </section> </section> <section id="footer-content"> <div class="single-page-content"> <div class="mdl-grid pair-footer-container"> <div class="mdl-cell--1-col mdl-cell--4-col-tablet mdl-cell--1-col-phone one-col-spacer"></div> <div class="footer-left mdl-cell mdl-cell--7-col mdl-cell--8-col-tablet mdl-cell--4-col-phone"> <div class="google-logo hideme840"><img alt="Google Logo" src="/images/google-logo.svg"/></div> <a href="https://research.google/" target="_blank">Google Research</a> <a href="https://design.google/library/ai/" target="_blank">Google Design</a> </div> <div class="footer-right mdl-cell mdl-cell--4-col mdl-cell--8-col-tablet mdl-cell--4-col-phone"> <a href="mailto:peopleai@google.com" 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