{"id":18777,"date":"2022-09-21T08:00:00","date_gmt":"2022-09-21T06:00:00","guid":{"rendered":"https:\/\/www.codemotion.com\/magazine\/?p=18777"},"modified":"2022-09-20T10:48:30","modified_gmt":"2022-09-20T08:48:30","slug":"video-what-is-machine-learning-fairness","status":"publish","type":"post","link":"https:\/\/www.codemotion.com\/magazine\/ai-ml\/video-what-is-machine-learning-fairness\/","title":{"rendered":"Video: What is Machine Learning Fairness?"},"content":{"rendered":"\n<p>Debates about fairness across different disciplines and technologies are much older than machine learning and AI. So how can it be applied for benefits in this rather new environment? <\/p>\n\n\n\n<p>In the video below, <strong>Developer Advocate at Google Lee Boonstra<\/strong> shares insights and lessons learned throughout the years in the company. By analyzing different products and research processes, Boonstra explains how fairness in Machine Learning can help make information more accessible to everyone worldwide.<\/p>\n\n\n\n<p>  [jwp-video n=&#8221;1&#8243;]<\/p>\n\n\n\n<p><strong>More about Fairness<\/strong> and ML<\/p>\n\n\n\n<p>If you want to learn more about this topic, we recommend the following links<\/p>\n\n\n\n<p><a href=\"https:\/\/haas.berkeley.edu\/wp-content\/uploads\/What-is-fairness_-EGAL2.pdf\" class=\"ek-link\">What does &#8220;fairness&#8221; mean in machine learning systems?<\/a> Berkeley<\/p>\n\n\n\n<p><a href=\"https:\/\/towardsdatascience.com\/a-tutorial-on-fairness-in-machine-learning-3ff8ba1040cb\" target=\"_blank\" aria-label=\"A Tutorial on Fairness and Machine Learning (opens in a new tab)\" rel=\"noreferrer noopener\" class=\"ek-link\">A Tutorial on Fairness and Machine Learning<\/a><\/p>\n\n\n\n<p><a aria-label=\"Fairness Machine Learning Crash Course by Google Developers (opens in a new tab)\" href=\"https:\/\/developers.google.com\/machine-learning\/crash-course\/fairness\/video-lecture\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"ek-link\">Fairness M<\/a><a href=\"https:\/\/developers.google.com\/machine-learning\/crash-course\/fairness\/video-lecture\" target=\"_blank\" aria-label=\"Fairness Machine Learning Crash Course by Google Developers (opens in a new tab)\" rel=\"noreferrer noopener\" class=\"ek-link\">L<\/a><a aria-label=\"Fairness Machine Learning Crash Course by Google Developers (opens in a new tab)\" href=\"https:\/\/developers.google.com\/machine-learning\/crash-course\/fairness\/video-lecture\" target=\"_blank\" rel=\"noreferrer noopener\" class=\"ek-link\"> Crash Course by Google Developers<\/a><\/p>\n\n\n\n<p>Finding and identifying bias is an essential part of fairness in ML. These systems, many times, can reproduce human bias, so it&#8217;s key for teams to incorporate best practices and strategies that tackle this issue. The links above are very useful and include tips based on real experiences and case studies.<\/p>\n\n\n\n<p><strong>More about Lee Boonstra<\/strong><\/p>\n\n\n\n<p>Lee Boonstra has been working at Google since 2017. She is a conversational AI expert and has helped many businesses to develop AI-powered <a href=\"https:\/\/www.codemotion.com\/magazine\/ai-ml\/voice-digital-assistants\/7-best-ways-chatbots-can-help-you-generate-a-better-user-experience\/\" target=\"_blank\" aria-label=\"chatbots  (opens in a new tab)\" rel=\"noreferrer noopener\" class=\"ek-link\">chatbots <\/a>and voice assistants at an enterprise scale. <\/p>\n\n\n\n<p>They are building intelligent AI platforms on the Google Cloud Platform using Dialogflow for intent detection and natural language processing, speech recognition technology, and contact center technology. She is also the author of the <a href=\"https:\/\/www.amazon.com\/Definitive-Guide-Conversational-Dialogflow-Google\/dp\/1484270134\" target=\"_blank\" aria-label=\"Apress Book: The Definitive Guide to Conversational AI (opens in a new tab)\" rel=\"noreferrer noopener\" class=\"ek-link\">Apress Book: The Definitive Guide to Conversational AI<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Debates about fairness across different disciplines and technologies are much older than machine learning and AI. So how can it be applied for benefits in this rather new environment? In the video below, Developer Advocate at Google Lee Boonstra shares insights and lessons learned throughout the years in the company. By analyzing different products and&#8230; <a class=\"more-link\" href=\"https:\/\/www.codemotion.com\/magazine\/ai-ml\/video-what-is-machine-learning-fairness\/\">Read more<\/a><\/p>\n","protected":false},"author":64,"featured_media":105,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":1,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","_uag_custom_page_level_css":"","_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[46],"tags":[7214],"collections":[],"class_list":{"0":"post-18777","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai-ml","8":"tag-machine-learning","9":"entry"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.9 (Yoast SEO v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Video: What is Machine Learning Fairness? - Codemotion Magazine<\/title>\n<meta name=\"description\" content=\"Discover how Machine Learning Fairness can help develop smarter and more inclusive products. 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