{"id":7866,"date":"2019-03-20T09:30:37","date_gmt":"2019-03-20T08:30:37","guid":{"rendered":"https:\/\/golem.ai\/blog\/ai-society-ia-code-use-case-roi-ethique\/"},"modified":"2022-04-22T12:19:52","modified_gmt":"2022-04-22T10:19:52","slug":"ai-society-ia-code-use-case-roi-ethique","status":"publish","type":"post","link":"https:\/\/miralia.ai\/en\/blog\/ai-and-society\/ai-society-ia-code-use-case-roi-ethique","title":{"rendered":"AI &#038; Society #13 Mars 2019"},"content":{"rendered":"<h3 dir=\"ltr\"><strong>Vous souhaitez revivre la 13\u00e8me \u00e9dition d\u2019AI &amp; Society de Mars 2019 ? D\u00e9couvrez les r\u00e9capitulatifs des 3 conf\u00e9rences de Waren Long, Philippe Kerignard et de Kenza Ibnattya.<\/strong><\/h3>\n<h2 dir=\"ltr\"><span style=\"color: #943b44;\"><strong>Talk technologique &#8211; Comment l&rsquo;IA peut-elle aider les d\u00e9veloppeurs \u00e0 mieux coder ?<\/strong><\/span><\/h2>\n<p dir=\"ltr\"><em>With <a href=\"https:\/\/www.linkedin.com\/in\/waren-long-2195b2120\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #e27e5a;\">Waren Long<\/span><\/a>, Machine Learning Engineer chez <a href=\"https:\/\/sourced.tech\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #e27e5a;\">Source{d}<\/span><\/a>.<\/em><\/p>\n<p dir=\"ltr\">Waren Long nous parle d\u2019intelligence artificielle appliqu\u00e9e au code informatique, il nous expose ce qu\u2019est le MLonCode c\u2019est-\u00e0-dire le machine learning appliqu\u00e9 au code et comment cela va pouvoir aider les d\u00e9veloppeurs dans leur quotidien. Aujourd\u2019hui en entreprise, <strong>la v\u00e9rification du code prend \u00e9norm\u00e9ment de temps<\/strong>, en g\u00e9n\u00e9ral il s\u2019agit d\u2019une t\u00e2che prenant 5h par semaine de travail \u00e0 <strong>des d\u00e9veloppeurs seniors et tr\u00e8s qualifi\u00e9s, dont le temps est pr\u00e9cieux<\/strong> et vient souvent \u00e0 manquer. <strong>L\u2019objectif du MLonCode est donc de soulager ces d\u00e9veloppeurs<\/strong>, de leur d\u00e9gager du temps afin qu\u2019ils puissent travailler sur des missions \u00e0 plus forte valeur ajout\u00e9e, gr\u00e2ce \u00e0 une r\u00e9vision de code bien plus rapide. Par exemple <strong>chez Google pour 25 000 d\u00e9veloppeurs : on a 20 000 code reviews par jour, ce qui correspond \u00e0 4h de perdues par jour<\/strong> \u00e0 faire des allers-retours de v\u00e9rification de code.<\/p>\n<p>Chez Source{d}, Waren nous explique le fonctionnement de la solution qu\u2019ils ont d\u00e9velopp\u00e9 pour r\u00e9pondre \u00e0 ces probl\u00e9matiques : <strong>des outils soumettant des corrections de mani\u00e8re automatique aux d\u00e9veloppeurs<\/strong>. Ainsi ils ont \u00e9t\u00e9 <strong>capables de proposer une solution d\u2019assistance au code review<\/strong>, ind\u00e9pendamment du langage de programmation et <strong>le tout de mani\u00e8re transparente et explicable<\/strong> notamment sur les d\u00e9cisions prises par leur mod\u00e8le d\u2019IA.<\/p>\n<p><script async=\"\" src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"fr\">L&rsquo;applicabilit\u00e9 est la cl\u00e9 ! Il faut cr\u00e9er de la confiance avec les users c&rsquo;est essentiel : il faut un mod\u00e8le interpretable <a href=\"https:\/\/twitter.com\/warenlg?ref_src=twsrc%5Etfw\">@warenlg<\/a> <a href=\"https:\/\/twitter.com\/hashtag\/AISociety?src=hash&amp;ref_src=twsrc%5Etfw\">#AISociety<\/a> <a href=\"https:\/\/twitter.com\/hashtag\/dev?src=hash&amp;ref_src=twsrc%5Etfw\">#dev<\/a> <a href=\"https:\/\/twitter.com\/hashtag\/explainableai?src=hash&amp;ref_src=twsrc%5Etfw\">#explainableai<\/a> <a href=\"https:\/\/twitter.com\/hashtag\/noblackbox?src=hash&amp;ref_src=twsrc%5Etfw\">#noblackbox<\/a> <a href=\"https:\/\/t.co\/OjpNkqUbL6\">pic.twitter.com\/OjpNkqUbL6<\/a><\/p>\n<p>\u2014 AI &amp; Society (@ai_society_fr) <a href=\"https:\/\/twitter.com\/ai_society_fr\/status\/1102637262666379264?ref_src=twsrc%5Etfw\">March 4, 2019<\/a><\/p><\/blockquote>\n<p><script async=\"\" src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<h2 dir=\"ltr\"><span style=\"color: #943b44;\"><strong>Talk business &#8211; L\u2019IA, pour quels cas d\u2019usage et quel ROI ?<\/strong><\/span><\/h2>\n<p dir=\"ltr\"><em>With <a href=\"https:\/\/www.linkedin.com\/in\/kerignard\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #e27e5a;\">Philippe Kerignard<\/span>, <\/a>Head of Innovation (Lab, Showroom &amp; Startups Relationships) chez <a href=\"https:\/\/www.bouyguestelecom.fr\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #e27e5a;\">Bouygues Telecom<\/span><\/a>.<\/em><\/p>\n<p>Philippe Kerignard, g\u00e9rant d\u2019un lab innovation chez Bouygues Telecom, s\u2019<strong>efforce avec ses \u00e9quipes \u00e0 imaginer le futur du produit et des services chez Bouygues Telecom<\/strong>. Il nous pr\u00e9sente comment un grand groupe comme le sien a abord\u00e9 le sujet de l\u2019intelligence artificielle et quels sont les uses-case et ROI de ces projets.<\/p>\n<p><a href=\"https:\/\/golem.ai\/fr\/ressources\/\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-12234 aligncenter\" src=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2022\/03\/26173514\/Contenus.png\" sizes=\"(max-width: 480px) 100vw, 480px\" srcset=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2022\/03\/26173514\/Contenus-300x169.png 300w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2022\/03\/26173514\/Contenus-768x432.png 768w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2022\/03\/26173514\/Contenus-18x10.png 18w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2022\/03\/26173514\/Contenus.png 960w\" alt=\"\" width=\"480\" height=\"270\"><\/a><\/p>\n<p>En 2016, l\u2019entreprise a commenc\u00e9 \u00e0 se tourner vers l\u2019IA avec l\u2019utilisation de chabots, premier projet tr\u00e8s formateur pour Bouygues qui a appris beaucoup tant sur la technologie que sur les impacts m\u00e9tiers, que sur les collaborateurs d\u00e9couvrant un nouvel outil quelque peu \u00ab perturbateur \u00bb dans leurs habitudes de travail. <strong>La n\u00e9cessit\u00e9 d\u2019accompagner et de former les collaborateurs, de les acculturer<\/strong> \u00e0 ces nouvelles technologies <strong>\u00e9tait un r\u00e9el&nbsp;enjeu&nbsp;pour le d\u00e9veloppement de projets d\u2019IA dans l\u2019entreprise<\/strong>. La vulgarisation aupr\u00e8s des \u00e9quipes en interne \u00e0 l\u2019intelligence artificielle et la sensibilisation \u00e0 ce qu\u2019elle pourrait transformer partout en entreprise, \u00e9tait un \u00e9l\u00e9ment tr\u00e8s important pour ouvrir les esprits et rassurer l\u2019ensemble des employ\u00e9s. <strong>Cet accompagnement et ce dialogue avec les collaborateurs a permis de faire na\u00eetre les projets d\u2019IA au service des diff\u00e9rents p\u00f4les m\u00e9tiers<\/strong> de l\u2019entreprise, notamment gr\u00e2ce \u00e0 des Do Thank en interne.<\/p>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"fr\">Ce qui est important c&rsquo;est de faire un accompagnement : c&rsquo;est quoi l&rsquo;IA, qu&rsquo;est ce que ca peut vous apporter ? Il faut bien sensibiliser avant de bousculer les habitudes, il faut penser \u00e0 discuter avec les m\u00e9tiers <a href=\"https:\/\/twitter.com\/hashtag\/RH?src=hash&amp;ref_src=twsrc%5Etfw\">#RH<\/a> <a href=\"https:\/\/twitter.com\/PhilKer?ref_src=twsrc%5Etfw\">@PhilKer<\/a> <a href=\"https:\/\/twitter.com\/hashtag\/IA?src=hash&amp;ref_src=twsrc%5Etfw\">#IA<\/a> <a href=\"https:\/\/twitter.com\/hashtag\/AISociety?src=hash&amp;ref_src=twsrc%5Etfw\">#AISociety<\/a> <a href=\"https:\/\/t.co\/IHMUrzYmQD\">pic.twitter.com\/IHMUrzYmQD<\/a><\/p>\n<p>\u2014 AI &amp; Society (@ai_society_fr) <a href=\"https:\/\/twitter.com\/ai_society_fr\/status\/1102641330843459584?ref_src=twsrc%5Etfw\">March 4, 2019<\/a><\/p><\/blockquote>\n<p><script async=\"\" src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<p><strong>En 2018, pr\u00e8s de 30 projets ont vu le jour avec diverses applications chez Bouygues Telecom<\/strong> dont des solutions d\u2019IA pour la formation aupr\u00e8s des ressources humaines avec un taux d\u2019apprentissage passant de 30 \u00e0 70%, pour la pr\u00e9diction des r\u00e9sultats de litiges pour le p\u00f4le juridique lib\u00e9rant 10% du temps des juristes, ou encore pour l\u2019optimisation du site web pour les \u00e9quipes digitales avec un taux de transformation accru de 10%. En conclusion, a<strong>vec un accompagnement et l\u2019int\u00e9gration des attentes des diff\u00e9rents p\u00f4les de l\u2019entreprise, l\u2019impl\u00e9mentation des projets d\u2019IA a une r\u00e9elle plus-value, d\u2019un point de vue humain comme d\u2019un point de vue business<\/strong>, et donc \u00e0 plus grande \u00e9chelle pour l\u2019entreprise enti\u00e8re et son d\u00e9veloppement.<\/p>\n<p><script async=\"\" src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<h2 dir=\"ltr\"><span style=\"color: #943b44;\"><strong>Talk soci\u00e9t\u00e9 \u2013 Du cadre \u00e9thique \u00e0 l\u2019impact soci\u00e9tal, une IA responsable est-elle possible ?<\/strong><\/span><\/h2>\n<p dir=\"ltr\"><em>With <a href=\"https:\/\/www.linkedin.com\/in\/kenza-ibnattya-39b61835\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #e27e5a;\">K<\/span><\/a><a href=\"https:\/\/www.linkedin.com\/in\/kenza-ibnattya-39b61835\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #e27e5a;\">enza Ibnattya<\/span><\/a>, Product Marketing Manager for Data Platform &amp; Artificial Intelligence chez <a href=\"https:\/\/www.microsoft.com\/fr-fr\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #e27e5a;\">Microsoft<\/span><\/a>.<\/em><\/p>\n<p>Kenza Ibnattya, ouvre le d\u00e9bat et la discussion autour des probl\u00e9matiques d\u2019\u00e9thique et de cadre soci\u00e9tal des intelligences artificielles. <strong>Elle nous questionne, non pas sur jusqu\u2019o\u00f9 l\u2019intelligence artificielle peut aller, mais plut\u00f4t jusqu\u2019o\u00f9 doit-elle aller ?<\/strong> Chez Microsoft, l\u2019\u00e9thique dans <strong>l\u2019IA est abord\u00e9e selon 4 socles : l\u2019\u00e9quit\u00e9, la fiabilit\u00e9, le respect de la vie priv\u00e9e et la diversit\u00e9 &amp; inclusion<\/strong>, eux-m\u00eames bas\u00e9s sur les <strong>principes de transparence, d\u2019explicabilit\u00e9 et de responsabilit\u00e9<\/strong>. Elle nous explique qu\u2019\u00e0 partir du moment o\u00f9 l\u2019on est un acteur de l\u2019IA, qu\u2019on soit un grand groupe ou un petit d\u00e9veloppeur, on engage une certaine responsabilit\u00e9 qui se d\u00e9cline sous la forme de ces 4 socles.<\/p>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"fr\">L\u2019\u00e9thique et l\u2019ia, pourquoi il nous faut aller contre le principe de la *blackbox* avec <a href=\"https:\/\/twitter.com\/KIbnattya?ref_src=twsrc%5Etfw\">@KIbnattya<\/a> @ <a href=\"https:\/\/twitter.com\/ai_society_fr?ref_src=twsrc%5Etfw\">@ai_society_fr<\/a>. <a href=\"https:\/\/t.co\/arogyLV6gz\">pic.twitter.com\/arogyLV6gz<\/a><\/p>\n<p>\u2014 Lo\u00efcMDivad (@LoicMDivad) <a href=\"https:\/\/twitter.com\/LoicMDivad\/status\/1102651137440780288?ref_src=twsrc%5Etfw\">March 4, 2019<\/a><\/p><\/blockquote>\n<p><script async=\"\" src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<blockquote class=\"twitter-tweet\"><p>On peut se poser la question de <strong>l\u2019\u00e9thique dans des cas de reconnaissance faciale<\/strong> et de d\u00e9tection de danger dans les a\u00e9roports, pour les drones militaires, et bien d\u2019autres cas, <strong>difficiles \u00e0 arbitrer<\/strong>.<br \/>\nKenza, nous propose d\u2019aller plus loin dans notre r\u00e9flexion sur l\u2019IA.<\/p>\n<p><strong>Comment r\u00e9soudre les probl\u00e9matiques soci\u00e9tales gr\u00e2ce \u00e0 l\u2019IA ? Comment \u00eatre proactif et se servir de l\u2019IA pour le bien commun ?&nbsp;<\/strong>Elle revient sur 2 cas d\u2019usage de l\u2019IA for good. Des lunettes connect\u00e9es pour les malvoyants int\u00e9grant de la reconnaissance visuelle et de l\u2019assistance vocale, permettant de gagner en ind\u00e9pendance et de mieux appr\u00e9hender leur environnement. Elle nous parle aussi de l\u2019aide \u00e0 l\u2019inclusion pour les personnes autistes et aux interactions quotidiennes gr\u00e2ce \u00e0 une solution d\u2019IA traduisant en temps r\u00e9el une requ\u00eate faite \u00e0 l\u2019oral en pictogramme sur une tablette. Il s\u2019agit d\u2019une solution simple d\u00e9velopp\u00e9e en quelques semaines, mais qui permet d\u00e9j\u00e0 de changer le quotidien des personnes souffrant d\u2019autisme et d\u2019aider leur entourage ! L\u2019application <a href=\"https:\/\/www.helpicto.com\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #e27e5a;\">HelpPicto<\/span><\/a> est disponible sur Android et IOS.<\/p>\n<p><strong>Elle conclut sur la notion de vigilance en intelligence artificielle autant en tant qu\u2019acteur de l\u2019IA qu\u2019en tant qu\u2019utilisateur, il s\u2019agit de notre responsabilit\u00e9 \u00e0 tous<\/strong>. Mais pour finir sur une notre positive : au lieu de nous inqui\u00e9ter de la suite, commen\u00e7ons par nous int\u00e9resser \u00e0 ce qui est d\u00e9j\u00e0 fait en mati\u00e8re d\u2019IA aujourd\u2019hui, et qui peut-\u00eatre tr\u00e8s positif d\u2019un point de vue soci\u00e9tal et \u00e9thique.<\/p><\/blockquote>\n<p><script async=\"\" src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><script async=\"\" src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<p>Retrouvez-nous pour notre prochain AI&amp;Society sur notre page <a href=\"https:\/\/www.meetup.com\/fr-FR\/AI-and-society\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #ea7e58;\">Meetup.<\/span><\/a><\/p>\n<!-- AddThis Advanced Settings generic via filter on the_content --><!-- AddThis Share Buttons generic via filter on the_content -->","protected":false},"excerpt":{"rendered":"<p>Retour sur l\u2019\u00e9dition de Mars d\u2019AI &#038; Society ! Au programme :  codage, cas d\u2019usages, ROI et \u00e9thique !<!-- AddThis Advanced Settings generic via filter on get_the_excerpt --><!-- AddThis Share Buttons generic via filter on get_the_excerpt --><\/p>","protected":false},"author":1,"featured_media":7868,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[68,33],"tags":[],"class_list":["post-7866","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-ai-and-society"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI &amp; Society Mars 2019 : d\u00e9couvrez les r\u00e9sum\u00e9s des interventions de Waren Long, Philippe Kerignard et de Kenza Ibnattya.<\/title>\n<meta name=\"description\" content=\"Revivez AI &amp; Society de Mars avec Waren Long sur 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