{"id":12136,"date":"2021-05-25T08:38:02","date_gmt":"2021-05-25T12:38:02","guid":{"rendered":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/?p=12136"},"modified":"2021-05-25T08:38:02","modified_gmt":"2021-05-25T12:38:02","slug":"sharing-learnings-about-our-image-cropping-algorithm","status":"publish","type":"post","link":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/sharing-learnings-about-our-image-cropping-algorithm\/12136\/","title":{"rendered":"Sharing Learnings About Our Image Cropping Algorithm"},"content":{"rendered":"In\u00a0October\u00a02020, we heard feedback from people on Twitter that our\u00a0image cropping algorithm\u00a0didn\u2019t serve all people equitably. As part of our\u00a0commitment\u00a0to address this issue, we also shared that we&#8217;d analyze our model again for bias. Over the last several months, our teams have accelerated improvements for how we assess algorithms for potential bias and improve our understanding of whether ML is always the best solution to the problem at hand. Today, we\u2019re sharing the outcomes of our bias assessment and a link for those interested in\u00a0reading\u00a0and\u00a0reproducing\u00a0our analysis in more technical detail. The analysis of our image cropping algorithm was <a href=\"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/sharing-learnings-about-our-image-cropping-algorithm\/12136\/\" class=\"more-link\">(more&hellip;)<\/a>","protected":false},"excerpt":{"rendered":"<p>In\u00a0October\u00a02020, we heard feedback from people on Twitter that our\u00a0image cropping algorithm\u00a0didn\u2019t serve all people equitably. As part of our\u00a0commitment\u00a0to address this issue, we also shared that we&#8217;d analyze our model again for bias. Over the last several months, our teams have accelerated improvements for how we assess algorithms for potential bias and improve our [&hellip;]<\/p>\n","protected":false},"author":72,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[11,48],"tags":[368,230,243,1175,8],"class_list":["post-12136","post","type-post","status-publish","format-standard","hentry","category-industry-news","category-left-hand","tag-artificial-intelligence","tag-data-analytics","tag-machine-learning","tag-machine-learning-data","tag-predictive-analytics"],"_links":{"self":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/12136","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/users\/72"}],"replies":[{"embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/comments?post=12136"}],"version-history":[{"count":1,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/12136\/revisions"}],"predecessor-version":[{"id":12137,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/12136\/revisions\/12137"}],"wp:attachment":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/media?parent=12136"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/categories?post=12136"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/tags?post=12136"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}