{"id":4832,"date":"2025-04-04T10:55:04","date_gmt":"2025-04-04T09:55:04","guid":{"rendered":"https:\/\/aubertm.me\/?p=4832"},"modified":"2025-04-04T10:57:36","modified_gmt":"2025-04-04T09:57:36","slug":"mener-un-projet-dia-responsable","status":"publish","type":"post","link":"https:\/\/aubertm.me\/index.php\/2025\/04\/04\/mener-un-projet-dia-responsable\/","title":{"rendered":"Mener un projet d&#8217;IA responsable"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">2 ans apr\u00e8s l&#8217;AI Act et apr\u00e8s la premi\u00e8re AI Week \u00e0 Bruxelles, je suis retourn\u00e9e chez FARI pour mettre \u00e0 jour mes connaissances sur l&#8217;\u00e9volution du secteur.<\/p>\n\n\n\n<!--more-->\n\n\n\n<p class=\"wp-block-paragraph\">FARI est le laboratoire associ\u00e9 des universit\u00e9s libres bruxelloises ULB et VUB pour l&#8217;IA. Il a des missions de recherche et de formation pour les administrations publiques, les industries et le grand public.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">D\u00e8s l&#8217;introduction, j&#8217;ai pos\u00e9 la question des risques environnementaux : dans le cadre de ma consultance data, je cherche des crit\u00e8res d&#8217;impacts environnementaux de l&#8217;IA, afin de pouvoir prendre des d\u00e9cisions conscientes et motiv\u00e9es.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"ia-et-les-risques-environnementaux\">IA et les risques environnementaux<\/h2>\n\n\n<p class=\"wp-block-paragraph\">Gr\u00e9gory Lewkowicz, professeur \u00e0 l&#8217;ULB, m&#8217;a indiqu\u00e9 l&#8217;<a href=\"https:\/\/www.iso.org\/fr\/intelligence-artificielle\/systeme-de-management-ia\" data-type=\"link\" data-id=\"https:\/\/www.iso.org\/fr\/intelligence-artificielle\/systeme-de-management-ia\" target=\"_blank\" rel=\"noreferrer noopener\">ISO\/IEC 42001 risques IA<\/a>, et notamment le point 4.1 sur les risques environnementaux. Ce point est surtout obligatoire pour les soci\u00e9t\u00e9s impliqu\u00e9es dans les crit\u00e8res environnementaux, sociaux et de gouvernance (<a href=\"https:\/\/fr.wikipedia.org\/wiki\/Crit%C3%A8res_environnementaux,_sociaux_et_de_gouvernance\" target=\"_blank\" rel=\"noreferrer noopener\">ESG<\/a>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">David Restrepo Amariles, professeur \u00e0 HEC Paris, a rench\u00e9ri : &#8220;Le risque environnemental est \u00e9lud\u00e9 de la quasi totalit\u00e9 des projets d&#8217;IA.&#8221;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Je ferai donc mes propres recherches sur le sujet, et publierai un article de blog sp\u00e9cifique.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"ia-et-strategie-dentreprise\">IA et strat\u00e9gie d&#8217;entreprise<\/h2>\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Installer de l&#8217;IA d\u00e9truit de la valeur si elle n&#8217;est pas coupl\u00e9e \u00e0 une expertise humaine. C&#8217;est une innovation disruptive avec un pari sur la cr\u00e9ation de valeur dans un nouveau mod\u00e8le de march\u00e9.<\/p>\n<\/blockquote>\n\n\n\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"700\" src=\"https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image-2-1024x700.png\" alt=\"\" class=\"wp-image-4856\" srcset=\"https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image-2-1024x700.png 1024w, https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image-2-300x205.png 300w, https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image-2-768x525.png 768w, https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image-2.png 1128w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/hal.science\/hal-04364949\/file\/An_Integrative_Theoretical_Framework_for_Responsible_AI.pdf\">Source : Haidar, 2024<\/a><\/p>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Responsible Innovation Management :<\/strong> Il est n\u00e9cessaire de continuer \u00e0 investir dans l&#8217;alimentation des bases de connaissance, et dans l&#8217;entra\u00eenement des \u00e9quipes dans le d\u00e9veloppement de leur pratique pour conserver du personnel expert de son domaine. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">On retombe donc sur l&#8217;importance comp\u00e9titive du knowledge management.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"ia-et-la-reglementation-europeenne\">IA et la r\u00e9glementation europ\u00e9enne<\/h2>\n\n\n<p class=\"wp-block-paragraph\">Il faut pouvoir se poser les questions \u00e9thiques au bon moment, en suivant la guidance du EU AI Act :<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"852\" src=\"https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image-1024x852.png\" alt=\"\" class=\"wp-image-4842\" srcset=\"https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image-1024x852.png 1024w, https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image-300x250.png 300w, https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image-768x639.png 768w, https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image.png 1103w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/ec.europa.eu\/futurium\/en\/ai-alliance-consultation.1.html\" target=\"_blank\" rel=\"noreferrer noopener\">Source<\/a><\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"ia-et-les-enjeux-ethiques\">IA et les enjeux \u00e9thiques<\/h2>\n\n\n<p class=\"wp-block-paragraph\">La combinaison du RGPD et de l&#8217;AI Act permet par exemple de rep\u00e9rer les biais dans les mod\u00e8les d&#8217;IA.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"853\" src=\"https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image-1-1024x853.png\" alt=\"\" class=\"wp-image-4843\" srcset=\"https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image-1-1024x853.png 1024w, https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image-1-300x250.png 300w, https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image-1-768x640.png 768w, https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/image-1.png 1085w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/ec.europa.eu\/futurium\/en\/ai-alliance-consultation.1.html\" target=\"_blank\" rel=\"noreferrer noopener\">Source<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Il est essentiel d&#8217;annoncer et d&#8217;expliquer la logique de l&#8217;IA pour garantir la transparence et la confiance dans les \u00e9quipes.<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\"><h2 class=\"wp-block-heading\" id=\"en-pratique\">En pratique<\/h2>\n\n\n<p class=\"wp-block-paragraph\">En utilisant la d\u00e9marche du <a href=\"https:\/\/fr.wikipedia.org\/wiki\/D%C3%A9marche_design\" target=\"_blank\" rel=\"noreferrer noopener\">design thinking<\/a>, on peut concevoir un projet d&#8217;IA responsable :<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Choisir un cas d&#8217;usage<\/li>\n\n\n\n<li>Chercher une id\u00e9e de solution quick win(sans IA ou avec IA)<\/li>\n\n\n\n<li>Identifier la g\u00e9n\u00e9ration de valeurs attendues<\/li>\n\n\n\n<li>Tester l&#8217;id\u00e9e de solution et les valeurs attendues selon chaque  enjeu \u00e9thique (figure 2)<\/li>\n\n\n\n<li>Construire les crit\u00e8res de risque sur base de ces enjeux \u00e9thiques.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Je recommande <a href=\"https:\/\/www.fari.brussels\/fr\/education\/mener-un-projet-dintelligence-artificielle-responsable-fondamentaux-et-bonnes-pratiques\" target=\"_blank\" rel=\"noreferrer noopener\">cette formation<\/a>, qui permet de prendre du temps pour \u00e9tablir un cadre pour des futurs projets informatiques responsables.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Apr\u00e8s la formation, j&#8217;ai lu que <a href=\"https:\/\/rsf.org\/fr\/rsf-quitte-les-n%C3%A9gociations-du-code-de-bonnes-pratiques-europ%C3%A9en-sur-l-ia\" target=\"_blank\" rel=\"noreferrer noopener\">l&#8217;association Reporters sans fronti\u00e8res quittait les n\u00e9gociations europ\u00e9ennes sur le cadre des bonnes pratiques sur l&#8217;IA<\/a>&#8230; Ce cadre semble donc n\u00e9cessaire, mais pas suffisant.<\/em><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>2 ans apr\u00e8s l&#8217;AI Act et apr\u00e8s la premi\u00e8re AI Week \u00e0 Bruxelles, je suis retourn\u00e9e chez FARI pour mettre \u00e0 jour mes connaissances sur l&#8217;\u00e9volution du secteur.<\/p>\n","protected":false},"author":1,"featured_media":4836,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[3],"tags":[10],"class_list":["post-4832","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-architecture-governance","tag-fr"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/aubertm.me\/wp-content\/uploads\/2025\/03\/Image-scaled.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/aubertm.me\/index.php\/wp-json\/wp\/v2\/posts\/4832","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aubertm.me\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aubertm.me\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aubertm.me\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aubertm.me\/index.php\/wp-json\/wp\/v2\/comments?post=4832"}],"version-history":[{"count":30,"href":"https:\/\/aubertm.me\/index.php\/wp-json\/wp\/v2\/posts\/4832\/revisions"}],"predecessor-version":[{"id":4871,"href":"https:\/\/aubertm.me\/index.php\/wp-json\/wp\/v2\/posts\/4832\/revisions\/4871"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aubertm.me\/index.php\/wp-json\/wp\/v2\/media\/4836"}],"wp:attachment":[{"href":"https:\/\/aubertm.me\/index.php\/wp-json\/wp\/v2\/media?parent=4832"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aubertm.me\/index.php\/wp-json\/wp\/v2\/categories?post=4832"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aubertm.me\/index.php\/wp-json\/wp\/v2\/tags?post=4832"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}