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</head><body class="body"><span itemscope itemtype="http://schema.org/InformAction"><span style="display:none" itemprop="about" itemscope itemtype="http://schema.org/EmailMessage"><meta itemprop="description" content="Peya Mowar: Hi everyone, This Monday, we have Dr. Danielle Bragg joining us remotely for accessibility lunch. Please find the talk details below: Title: Deploying Real Systems for Better ML Data Abstract: Data quality is critical to ML success. However, curating real-world data is difficult, involving understanding human and technical requirements; managing time, budget, ethics, and legal considerations; and designing and implementing collection and processing mechanisms. As a result, many ML projects repurpose existing data or turn to synthetic data generation. Such datasets are typically limited in how well they reflect the real world, and negative downstream consequences may affect model performance, evaluation accuracy, user experience, and legal implications. These impacts are often felt most acutely by disabled and other underserved users. In this talk, I will demonstrate an approach to AI data curation to help overcome such challenges: deploying systems that simultaneously serve user needs and collect strategic AI data. Collecting data through real-world systems produces more realistic data, which is essential to training and evaluating inclusive and accurate models. At the same time, these systems can Bio: Danielle Bragg is a Senior Researcher at Microsoft Research. Her work focuses on developing computational systems that expand access to information, enhance productivity, and improve quality of life. Her work is interdisciplinary, combining human-computer interaction, applied machine learning, and accessibility. Her work has been recognized by paper awards at top-tier conferences, the Microsoft Ability Summit Innovation Award, and featured in The Economist. She holds a PhD in Computer Science and Engineering from the University of Washington, and a BA in Applied Mathematics from Harvard University. We will meet in NSH 3305 for this fascinating talk! Thanks and regards, Peya"/></span><span itemprop="object" itemscope itemtype="http://schema.org/Event"><meta itemprop="eventStatus" content="http://schema.org/EventScheduled"/><span itemprop="publisher" itemscope itemtype="http://schema.org/Organization"><meta itemprop="name" content="Google Calendar"/></span><meta itemprop="eventId/googleCalendar" content="4amlscse5j83mcgbfq6hh59ed9_20250331T160000Z"/><span style="display: none; font-size: 1px; color: #fff; line-height: 1px; height: 0; max-height: 0; width: 0; max-width: 0; opacity: 0; overflow: hidden;" itemprop="name">Accessibility Lunch Seminar</span><span aria-hidden="true"><time itemprop="startDate" datetime="20250331T160000Z"></time><time itemprop="endDate" datetime="20250331T170000Z"></time></span><table border="0" cellpadding="0" cellspacing="0" role="presentation" align="center" style="width:100%;" class="body-container"><tbody><tr><td style="" class="" align="left"><!--[if mso | IE]><table border="0" cellpadding="0" cellspacing="0" role="presentation"><tr><td height="16" style="height:16px;"><![endif]--><div style="height:16px;" aria-hidden="true"> </div><!--[if mso | IE]></td></tr></table><![endif]--><table border="0" cellpadding="0" cellspacing="0" role="presentation" align="center" style="width:100%;" class=""><tbody><tr><td style="" class="" align="left"><span itemscope itemtype="http://schema.org/EmailMessage"><p itemprop="description">Hi everyone,<br>This Monday, we have Dr. Danielle Bragg joining us remotely for accessibility lunch. Please find the talk details below:<p>Title: Deploying Real Systems for Better ML Data<p>Abstract: Data quality is critical to ML success. However, curating real-world data is difficult, involving understanding human and technical requirements; managing time, budget, ethics, and legal considerations; and designing and implementing collection and processing mechanisms. As a result, many ML projects repurpose existing data or turn to synthetic data generation. Such datasets are typically limited in how well they reflect the real world, and negative downstream consequences may affect model performance, evaluation accuracy, user experience, and legal implications. These impacts are often felt most acutely by disabled and other underserved users.<br>In this talk, I will demonstrate an approach to AI data curation to help overcome such challenges: deploying systems that simultaneously serve user needs and collect strategic AI data. Collecting data through real-world systems produces more realistic data, which is essential to training and evaluating inclusive and accurate models. At the same time, these systems can<p>Bio: Danielle Bragg is a Senior Researcher at Microsoft Research. Her work focuses on developing computational systems that expand access to information, enhance productivity, and improve quality of life. Her work is interdisciplinary, combining human-computer interaction, applied machine learning, and accessibility. Her work has been recognized by paper awards at top-tier conferences, the Microsoft Ability Summit Innovation Award, and featured in The Economist. She holds a PhD in Computer Science and Engineering from the University of Washington, and a BA in Applied Mathematics from Harvard University.<p>We will meet in NSH 3305 for this fascinating talk!<br>Thanks and regards,<br>Peya</p></span></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" role="presentation" align="center" style="width:100%;" class=""><tbody><tr><td style="border: solid 1px #dadce0; border-radius: 8px; direction: rtl; font-size: 0; padding: 24px 32px; text-align: left; vertical-align: top;" class="main-container-inner"><!--[if mso | IE]><table border="0" cellpadding="0" cellspacing="0" role="presentation"><tr><![endif]--><!--[if mso | IE]><td class="" style="vertical-align:top;width:37%;" ><![endif]--><div class="column-per-37 outlook-group-fix" style="font-size: 13px; text-align: left; direction: ltr; display: inline-block; vertical-align: top; width: 100%;overflow: hidden; word-wrap: break-word;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" width="100%"><tbody><tr><td style="vertical-align:top;padding:0;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" width="100%"><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:0px;"><div style="font-family: Roboto, sans-serif;font-size: 14px; line-height: 20px; mso-line-height-rule: exactly; text-align: left;" class="primary-text" role="presentation"><table border="0" cellpadding="0" cellspacing="0" role="presentation" style="padding-bottom: 4px;"><tr><td><h2 class="primary-text" style="font-size: 14px;color: #3c4043; text-decoration: none;font-weight: 700;-webkit-font-smoothing: antialiased;margin: 0; padding: 0;">Attachments</h2></td></tr></table></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;padding-left: 1px; padding-right: 1px;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" class="attachment-chip" style="border: solid 1px #dadce0; border-radius: 16px; border-collapse: separate; padding: 4px 0 4px 0;"><tr><td style="padding: 3px 10px; height: 14px; width: 14px;"><img src="https://drive-thirdparty.googleusercontent.com/32/type/application/vnd.google-apps.spreadsheet" width="14" height="14" alt="" style="display: inline-block; vertical-align: middle;"></td><td align="left" style="padding: 0; padding-left: 0; padding-right: 10px; max-width: 160px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;"><div style="overflow: hidden; height: 20px;"><a href="https://drive.google.com/open?id=1k1Pmh9jo-N7S73Fi10y-5tEynvhw3xLbPf-NMAjTSxU" target="_blank" style="font-weight: 400;font-family: 'Google Sans', Roboto, sans-serif;color: #5f6368; font-size: 14px; line-height: 120%; mso-line-height-rule: exactly; margin: 0; text-decoration: none; text-transform: none;;font-family: Roboto, sans-serif;; display: inline-block; height: 20px; max-width: 160px; line-height: 20px; overflow: hidden; text-overflow: ellipsis; vertical-align: middle; white-space: normal;" class="grey-button-text" title="Accessibility Lunch Schedule 2024">Accessibility Lunch Sc...</a></div></td></tr></table></td></tr></table></td></tr></tbody></table></div><!--[if mso | IE]></td><![endif]--><!--[if mso | IE]><td class="" style="vertical-align:top;width:63%;padding-right:32px;" ><![endif]--><div class="column-per-63 outlook-group-fix" style="font-size: 13px; text-align: left; direction: ltr; display: inline-block; vertical-align: top; width: 100%;overflow: hidden; word-wrap: break-word;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" width="100%" class="main-column-table-ltr" style="padding-right: 32px; padding-left: 0;;table-layout: fixed;"><tbody><tr><td class="main-column-td" style="padding:0; vertical-align:top;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" width="100%" style="table-layout: fixed;"><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:2px;"><div style="font-family: 'Google Sans', Roboto, sans-serif;font-weight: 400; font-size: 22px; line-height: 28px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><span itemprop="name">Accessibility Lunch Seminar</span></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;"><div style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><span aria-hidden="true"><time itemprop="startDate" datetime="20250331T160000Z"></time><time itemprop="endDate" datetime="20250331T170000Z"></time></span><span>Monday Mar 31, 2025 ⋅ 12pm – 1pm (Eastern Time - New York)</span></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;"><div style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><span><a href="https://www.google.com/url?q=https%3A%2F%2Fcmubiglab.github.io%2Flunch%2F&sa=D&ust=1743606060000000&usg=AOvVaw3RL1Klv0dDSIaAOHCARC_-" target="_blank">CMU Accessibility Lunch Seminar Series</a><br>About: This seminar series explores the evolution and future directions of accessibility research and practice. Each week, we discuss diverse facets of accessible and assistive technologies, featuring speakers from academia, industry, and beyond. The seminar is organised by the <a href="https://www.google.com/url?q=https%3A%2F%2Faccessibility.cs.cmu.edu%2F&sa=D&ust=1743606060000000&usg=AOvVaw1md3j0AOnM5F5zkfZ51Do2" target="_blank">Accessibility Research Group</a> at Carnegie Mellon University.<br><br>Peya Mowar is inviting you to a scheduled Zoom meeting.<br><br>Join Zoom Meeting<br><a href="https://www.google.com/url?q=https%3A%2F%2Fcmu.zoom.us%2Fj%2F99282851029%3Fpwd%3DCUYhUGEykBYvMAGO2zwKeoig3abPzN.1&sa=D&ust=1743606060000000&usg=AOvVaw3-ecuKKOlLSooC1wUwdonU" target="_blank">https://cmu.zoom.us/j/99282851029?pwd=CUYhUGEykBYvMAGO2zwKeoig3abPzN.1</a><br><br>Meeting ID: 992 8285 1029<br>Passcode: a11y<br><br>---<br><br>One tap mobile<br>+12678310333,,99282851029#,,,,*818322# US (Philadelphia)<br>+14703812552,,99282851029#,,,,*818322# US (Atlanta)<br><br>---<br><br>Dial by your location<br>• +1 267 831 0333 US (Philadelphia)<br>• +1 470 381 2552 US (Atlanta)<br>• +1 646 518 9805 US (New York)<br>• +1 651 372 8299 US (Minnesota)<br>• +1 786 635 1003 US (Miami)<br>• +1 929 205 6099 US (New York)<br>• +1 301 715 8592 US (Washington DC)<br>• +1 312 626 6799 US (Chicago)<br>• +1 470 250 9358 US (Atlanta)<br>• +1 971 247 1195 US (Portland)<br>• +1 206 337 9723 US (Seattle)<br>• +1 213 338 8477 US (Los Angeles)<br>• +1 253 215 8782 US (Tacoma)<br>• +1 346 248 7799 US (Houston)<br>• +1 602 753 0140 US (Phoenix)<br>• +1 669 219 2599 US (San Jose)<br>• +1 669 900 6833 US (San Jose)<br>• +1 720 928 9299 US (Denver)<br><br>Meeting ID: 992 8285 1029<br>Passcode: 818322<br><br>Find your local number: <a href="https://www.google.com/url?q=https%3A%2F%2Fcmu.zoom.us%2Fu%2FacS6qWzHCj&sa=D&ust=1743606060000000&usg=AOvVaw3kEXsa8vKJRcyvT9YkE7U_" target="_blank">https://cmu.zoom.us/u/acS6qWzHCj</a><br><br>---<br><br>Join by SIP<br>• <a href="mailto:99282851029@zoomcrc.com" target="_blank">99282851029@zoomcrc.com</a><br><br>---<br><br>Join by H.323<br>• 162.255.37.11 (US West)<br>• 162.255.36.11 (US East)<br>• 221.122.88.195 (Mainland China)<br>• 115.114.131.7 (India Mumbai)<br>• 115.114.115.7 (India Hyderabad)<br>• 213.19.144.110 (Amsterdam Netherlands)<br>• 213.244.140.110 (Germany)<br>• 103.122.166.55 (Australia Sydney)<br>• 103.122.167.55 (Australia Melbourne)<br>• 209.9.211.110 (Hong Kong SAR)<br>• 149.137.40.110 (Singapore)<br>• 64.211.144.160 (Brazil)<br>• 159.124.132.243 (Mexico)<br>• 159.124.168.213 (Canada Toronto)<br>• 65.39.152.160 (Canada Vancouver)<br>• 207.226.132.110 (Japan Tokyo)<br>• 149.137.24.110 (Japan Osaka)<br><br>Meeting ID: 992 8285 1029<br>Passcode: 818322</span><meta itemprop="description" content="CMU Accessibility Lunch Seminar SeriesAbout: This seminar series explores the evolution and future directions of accessibility research and practice. Each week, we discuss diverse facets of accessible and assistive technologies, featuring speakers from academia, industry, and beyond. The seminar is organised by the Accessibility Research Group at Carnegie Mellon University.Peya Mowar is inviting you to a scheduled Zoom meeting.Join Zoom Meetinghttps://cmu.zoom.us/j/99282851029?pwd=CUYhUGEykBYvMAGO2zwKeoig3abPzN.1Meeting ID: 992 8285 1029Passcode: a11y---One tap mobile+12678310333,,99282851029#,,,,*818322# US (Philadelphia)+14703812552,,99282851029#,,,,*818322# US (Atlanta)---Dial by your location• +1 267 831 0333 US (Philadelphia)• +1 470 381 2552 US (Atlanta)• +1 646 518 9805 US (New York)• +1 651 372 8299 US (Minnesota)• +1 786 635 1003 US (Miami)• +1 929 205 6099 US (New York)• +1 301 715 8592 US (Washington DC)• +1 312 626 6799 US (Chicago)• +1 470 250 9358 US (Atlanta)• +1 971 247 1195 US (Portland)• +1 206 337 9723 US (Seattle)• +1 213 338 8477 US (Los Angeles)• +1 253 215 8782 US (Tacoma)• +1 346 248 7799 US (Houston)• +1 602 753 0140 US (Phoenix)• +1 669 219 2599 US (San Jose)• +1 669 900 6833 US (San Jose)• +1 720 928 9299 US (Denver)Meeting ID: 992 8285 1029Passcode: 818322Find your local number: https://cmu.zoom.us/u/acS6qWzHCj---Join by SIP• 99282851029@zoomcrc.com---Join by H.323• 162.255.37.11 (US West)• 162.255.36.11 (US East)• 221.122.88.195 (Mainland China)• 115.114.131.7 (India Mumbai)• 115.114.115.7 (India Hyderabad)• 213.19.144.110 (Amsterdam Netherlands)• 213.244.140.110 (Germany)• 103.122.166.55 (Australia Sydney)• 103.122.167.55 (Australia Melbourne)• 209.9.211.110 (Hong Kong SAR)• 149.137.40.110 (Singapore)• 64.211.144.160 (Brazil)• 159.124.132.243 (Mexico)• 159.124.168.213 (Canada Toronto)• 65.39.152.160 (Canada Vancouver)• 207.226.132.110 (Japan Tokyo)• 149.137.24.110 (Japan Osaka)Meeting ID: 992 8285 1029Passcode: 818322"/></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;"><div style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><table border="0" cellpadding="0" cellspacing="0" role="presentation" style="padding-bottom: 4px;"><tr><td><h2 class="primary-text" style="font-size: 14px;color: #3c4043; text-decoration: none;font-weight: 700;-webkit-font-smoothing: antialiased;margin: 0; padding: 0;">Location</h2></td></tr></table><span itemprop="location" itemscope itemtype="http://schema.org/Place"><span itemprop="name" class="primary-text notranslate" style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;">NSH 3305, Newell-Simon Hall, Hamerschlag Dr, Pittsburgh, PA 15213, USA</span><br/><a href="https://www.google.com/maps/search/NSH+3305,+Newell-Simon+Hall,+Hamerschlag+Dr,+Pittsburgh,+PA+15213,+USA?hl=en" class="accent-text underline-on-hover" style="display: inline-block;;color: #1a73e8; text-decoration: none;font-weight: 700;" target="_blank" itemprop="map">View map</a></span></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;"><div style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><table border="0" cellpadding="0" cellspacing="0" role="presentation" style="padding-bottom: 4px;"><tr><td><h2 class="primary-text" style="font-size: 14px;color: #3c4043; text-decoration: none;font-weight: 700;-webkit-font-smoothing: antialiased;margin: 0; padding: 0;">Guests</h2></td></tr></table><div style="padding-bottom: 4px; text-align: left;;color: #3c4042;"><div><span itemprop="attendee" itemscope itemtype="http://schema.org/Person"><span itemprop="name" class="notranslate"><a class="primary-text underline-on-hover" style="display: inline-block;;color: #3c4043; text-decoration: none;" href="mailto:pmowar@andrew.cmu.edu">Peya Mowar</a></span><meta itemprop="email" content="pmowar@andrew.cmu.edu"/></span><span class="secondary-text" style="color: #70757a; text-decoration: none;"> - creator</span></div><div><span itemprop="attendee" itemscope itemtype="http://schema.org/Person"><span itemprop="name" class="notranslate"><a class="primary-text underline-on-hover" style="display: inline-block;;color: #3c4043; text-decoration: none;" href="mailto:calua.pataca@gmail.com">calua.pataca@gmail.com</a></span><meta itemprop="email" content="calua.pataca@gmail.com"/></span><span class="secondary-text" style="color: #70757a; text-decoration: none;"></span></div><div><span itemprop="attendee" itemscope itemtype="http://schema.org/Person"><span itemprop="name" class="notranslate"><a class="primary-text underline-on-hover" style="display: inline-block;;color: #3c4043; text-decoration: none;" href="mailto:as7s@andrew.cmu.edu">Aaron Steinfeld</a></span><meta itemprop="email" content="as7s@andrew.cmu.edu"/></span><span class="secondary-text" style="color: #70757a; text-decoration: none;"></span></div><div><span itemprop="attendee" itemscope itemtype="http://schema.org/Person"><span itemprop="name" class="notranslate"><a class="primary-text underline-on-hover" style="display: inline-block;;color: #3c4043; text-decoration: none;" href="mailto:helalaou@andrew.cmu.edu">Hamza El Alaoui</a></span><meta itemprop="email" content="helalaou@andrew.cmu.edu"/></span><span class="secondary-text" style="color: #70757a; text-decoration: none;"></span></div><div><span itemprop="attendee" itemscope itemtype="http://schema.org/Person"><span itemprop="name" class="notranslate"><a class="primary-text underline-on-hover" style="display: inline-block;;color: #3c4043; text-decoration: none;" href="mailto:fje@andrew.cmu.edu">Frank Elavsky</a></span><meta itemprop="email" content="fje@andrew.cmu.edu"/></span><span class="secondary-text" style="color: #70757a; text-decoration: none;"></span></div><div><span itemprop="attendee" itemscope itemtype="http://schema.org/Person"><span itemprop="name" class="notranslate"><a class="primary-text underline-on-hover" style="display: inline-block;;color: #3c4043; text-decoration: none;" href="mailto:hkelley@andrew.cmu.edu">Heather Kelley</a></span><meta itemprop="email" content="hkelley@andrew.cmu.edu"/></span><span class="secondary-text" style="color: #70757a; text-decoration: none;"></span></div><div><span itemprop="attendee" itemscope itemtype="http://schema.org/Person"><span itemprop="name" class="notranslate"><a class="primary-text underline-on-hover" style="display: inline-block;;color: #3c4043; text-decoration: none;" href="mailto:sweis@andrew.cmu.edu">Steph Weis</a></span><meta itemprop="email" content="sweis@andrew.cmu.edu"/></span><span class="secondary-text" style="color: #70757a; text-decoration: none;"></span></div><div><span itemprop="attendee" itemscope itemtype="http://schema.org/Person"><span itemprop="name" class="notranslate"><a class="primary-text underline-on-hover" style="display: inline-block;;color: #3c4043; text-decoration: none;" href="mailto:kshughes@andrew.cmu.edu">Kora Hughes</a></span><meta itemprop="email" content="kshughes@andrew.cmu.edu"/></span><span class="secondary-text" style="color: #70757a; text-decoration: none;"></span></div><div><span itemprop="attendee" itemscope itemtype="http://schema.org/Person"><span itemprop="name" class="notranslate"><a class="primary-text underline-on-hover" style="display: inline-block;;color: #3c4043; text-decoration: none;" href="mailto:accessibility-lunch@lists.andrew.cmu.edu">accessibility-lunch@lists.andrew.cmu.edu</a></span><meta itemprop="email" content="accessibility-lunch@lists.andrew.cmu.edu"/></span><span class="secondary-text" style="color: #70757a; text-decoration: none;"></span></div></div></div></td></tr></table></td></tr></tbody></table></div><!--[if mso | IE]></td><![endif]--><!--[if mso | IE]></tr></table><![endif]--></td></tr></tbody></table></td></tr></tbody></table></span></span></body></html>