{"id":7887,"date":"2022-03-31T15:55:28","date_gmt":"2022-03-31T15:55:28","guid":{"rendered":"https:\/\/insights.invyo.io\/europe\/?p=7887"},"modified":"2022-05-17T15:05:46","modified_gmt":"2022-05-17T15:05:46","slug":"l-ia-peut-elle-etre-responsable","status":"publish","type":"post","link":"https:\/\/insights.invyo.io\/europe\/analyses\/l-ia-peut-elle-etre-responsable\/","title":{"rendered":"L\u2019IA peut-elle \u00eatre responsable ?"},"content":{"rendered":"<p>Bienvenue dans ce cycle de trois articles sur l\u2019Intelligence Artificielle (IA) et son rapport \u00e0 l\u2019\u00e9thique. L\u2019IA, seulement deux lettres et pourtant de multiples interrogations \u00e0 tout-va. Vous devez avoir d\u00e9j\u00e0 une id\u00e9e plus ou moins pr\u00e9cise de ce qu\u2019est l\u2019IA. Ce que nous vous proposons maintenant, c\u2019est de mettre en avant les limites de l\u2019IA face \u00e0 la morale.<\/p>\n<hr \/>\n<hr \/>\n<hr \/>\n<p>Ce mois-ci nous commen\u00e7ons avec l\u2019explicabilit\u00e9 des mod\u00e8les<\/p>\n<p><strong>1\/ Expliquer les mod\u00e8les<\/strong><\/p>\n<p>2\/ <a href=\"https:\/\/insights.invyo.io\/europe\/analyses\/lia-peut-elle-etre-responsable-de-discrimination\/\"><em>Diminuer la discrimination<\/em> <\/a><em>(l&#8217;article publi\u00e9 le 19 Avril 2022)<\/em><\/p>\n<p>3\/ <em><a href=\"https:\/\/insights.invyo.io\/europe\/analyses\/lia-comme-solution-aux-discriminations\/\">Trouver des solutions<\/a> (article publi\u00e9 le 17 mai 2022)<\/em><\/p>\n<hr \/>\n<hr \/>\n<hr \/>\n<p>Imaginons que vous demandiez un pr\u00eat \u00e0 une banque, et que vous vous voyez refuser celui-ci. Votre premi\u00e8re question sera \u201cpourquoi ?\u201d.<\/p>\n<p>Et si je vous dis que gr\u00e2ce \u00e0 cet article, vous allez comprendre comment il est possible d\u2019y r\u00e9pondre &#x1f3af;<\/p>\n<h2>Qu&#8217;est-ce qu&#8217;un algorithme de Machine Learning ?<\/h2>\n<p>Avant de rentrer dans le vif du sujet, un petit rappel de ce qu\u2019est un mod\u00e8le de Machine Learning.<\/p>\n<p>Pour faire simple &#x1f423;, c\u2019est :<\/p>\n<ul>\n<li>une forme d\u2019Intelligence Artificielle<\/li>\n<li>qui permet \u00e0 un syst\u00e8me d\u2019apprendre \u00e0 partir de donn\u00e9es<\/li>\n<li>bas\u00e9 sur un algorithme (une suite d\u2019op\u00e9rations)<\/li>\n<\/ul>\n<p>Les mod\u00e8les de Machine Learning permettent de faire des choses aussi incroyables que d\u00e9tecter un cancer, param\u00e9trer votre Siri ou encore conduire une voiture autonome.<\/p>\n<p>Ceci \u00e9tant pos\u00e9, avez-vous une id\u00e9e de comment fonctionne un algorithme de Machine Learning ? Et pourquoi cela est-il important ?<\/p>\n<p>Reprenons l\u2019exemple du pr\u00eat \u00e0 la banque qui vous aurait \u00e9t\u00e9 refus\u00e9. Dans une telle situation, vous souhaiteriez comprendre quels sont les param\u00e8tres qui ont influenc\u00e9 le mod\u00e8le de Machine Learning pour que celui-ci vous cat\u00e9gorise comme \u201cnon solvable\u201d.<\/p>\n<p>Si le mod\u00e8le choisi est dit \u201c<em>whitebox<\/em>\u201d, cela peut se voir ais\u00e9ment; si le mod\u00e8le est \u201c<em>black box<\/em>\u201d, cela est plus compliqu\u00e9 et c\u2019est l\u00e0-dessus que nous allons nous attarder.<\/p>\n<p><em>(Pour plus de d\u00e9tail s\u00fbr ce qu\u2019est un mod\u00e8le facilement interpr\u00e9trable dit \u201cwhite box\u201d et un mod\u00e8le \u201cblack box\u201d ou bo\u00eete noire, r\u00e9f\u00e9rez-vous \u00e0 la fin de l\u2019article.)<\/em><\/p>\n<h2>L&#8217;explicabilit\u00e9 d&#8217;un mod\u00e8le &#8220;Blackbox&#8221;<\/h2>\n<p>Passons directement \u00e0 la pratique pour avoir une id\u00e9e plus pr\u00e9cise de ce qu\u2019est l\u2019explicabilit\u00e9 d\u2019un mod\u00e8le \u201cblackbox\u201d. Restons sur cet exemple de pr\u00eat \u00e0 la banque.<\/p>\n<p>Il existe un mod\u00e8le permettant d\u2019identifier les param\u00e8tres qui ont influenc\u00e9 une d\u00e9cision pour un client en particulier, vous en l\u2019occurrence (interpr\u00e9tation locale). Ce mod\u00e8le est appel\u00e9 le <strong>Lime Explainer<\/strong>.<\/p>\n<figure id=\"attachment_7892\" aria-describedby=\"caption-attachment-7892\" style=\"width: 583px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-7892 size-full\" src=\"https:\/\/insights.invyo.io\/europe\/wp-content\/uploads\/2022\/03\/Untitled1.png\" alt=\"Lime Explainer (IA)\" width=\"583\" height=\"343\" srcset=\"https:\/\/insights.invyo.io\/europe\/wp-content\/uploads\/2022\/03\/Untitled1.png 583w, https:\/\/insights.invyo.io\/europe\/wp-content\/uploads\/2022\/03\/Untitled1-300x177.png 300w\" sizes=\"(max-width: 583px) 100vw, 583px\" \/><figcaption id=\"caption-attachment-7892\" class=\"wp-caption-text\">Lime Explainer<\/figcaption><\/figure>\n<p>Sur le graphique ci-dessus, vous pouvez voir par exemple que le crit\u00e8re \u201cDays employed\u201d (anciennet\u00e9) influence le plus n\u00e9gativement la d\u00e9cision : ainsi, vous \u00eates dans votre nouveau poste depuis trop peu de temps ! \u00c0 l\u2019inverse, votre \u00e2ge est un crit\u00e8re qui joue en votre faveur.<\/p>\n<p>Pour aller plus loin, il est aussi possible de comparer l\u2019influence des param\u00e8tres pour un client en particulier en le comparant aux clients ayant des profils similaires (interpr\u00e9tation globale). Ce mod\u00e8le d\u2019interpr\u00e9tation s\u2019appelle le <strong>Shap Explainer<\/strong>.<\/p>\n<p>Ci-dessous, vous pouvez voir l\u2019influence de chaque param\u00e8tre sur la classe 0 (solvable) et la classe 1 (non solvable).<\/p>\n<p>On retrouve ici par exemple que l\u2019anciennet\u00e9 est un crit\u00e8re d\u00e9terminant, surtout pour ceux cat\u00e9goris\u00e9s comme non solvable.<\/p>\n<figure id=\"attachment_7894\" aria-describedby=\"caption-attachment-7894\" style=\"width: 529px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-7894 size-full\" src=\"https:\/\/insights.invyo.io\/europe\/wp-content\/uploads\/2022\/03\/Untitled2.png\" alt=\"Shap explainer (IA)\" width=\"529\" height=\"285\" srcset=\"https:\/\/insights.invyo.io\/europe\/wp-content\/uploads\/2022\/03\/Untitled2.png 529w, https:\/\/insights.invyo.io\/europe\/wp-content\/uploads\/2022\/03\/Untitled2-300x162.png 300w\" sizes=\"(max-width: 529px) 100vw, 529px\" \/><figcaption id=\"caption-attachment-7894\" class=\"wp-caption-text\">Shap explainer<\/figcaption><\/figure>\n<h2>Les limites des mod\u00e8les explicatifs<\/h2>\n<p>N\u00e9anmoins, il faut relever les limites de ces mod\u00e8les explicatifs qui peuvent parfois \u00eatre contre-productifs en cr\u00e9ant une confiance absolue dans le syst\u00e8me. Ils doivent avant tout \u00eatre vus comme des compl\u00e9ments et garder en t\u00eate que leur r\u00f4le principal est de :<\/p>\n<ul>\n<li>Valider la coh\u00e9rence du mod\u00e8le<\/li>\n<li>Donner confiance aux \u00e9quipes m\u00e9tier sur le choix du mod\u00e8le<\/li>\n<li>Permettre aux \u00e9quipes m\u00e9tier de justifier les d\u00e9cisions aupr\u00e8s des clients<\/li>\n<li>Augmenter la transparence<\/li>\n<\/ul>\n<p>Voil\u00e0 une introduction \u00e0 l\u2019explicabilit\u00e9 d\u2019un mod\u00e8le. Pour les data experts qui veulent approfondir le sujet, je vous invite \u00e0 continuer cette lecture, pour les autres, merci et RDV le mois prochain pour parler de discrimination dans les algorithmes &#x1f440;<\/p>\n<p><a href=\"https:\/\/invyo.io\">INVYO<\/a><\/p>\n<h3>************************* <strong>BONUS DATA EXPERT<\/strong> ***************************<\/h3>\n<h2>Distinction mod\u00e8le white\/black box<\/h2>\n<h3>Mod\u00e8les white box :<\/h3>\n<ul>\n<li>R\u00e9gression lin\u00e9aire<\/li>\n<li>R\u00e9gression logistique<\/li>\n<li>Arbres de d\u00e9cision<\/li>\n<li>Knn<\/li>\n<\/ul>\n<h3>Mod\u00e8les black box :<\/h3>\n<ul>\n<li>r\u00e9seaux de neurones<\/li>\n<\/ul>\n<figure id=\"attachment_7895\" aria-describedby=\"caption-attachment-7895\" style=\"width: 652px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-7895 size-full\" src=\"https:\/\/insights.invyo.io\/europe\/wp-content\/uploads\/2022\/03\/Untitled3.png\" alt=\"r\u00e9seaux de neurones (IA)\" width=\"652\" height=\"290\" srcset=\"https:\/\/insights.invyo.io\/europe\/wp-content\/uploads\/2022\/03\/Untitled3.png 652w, https:\/\/insights.invyo.io\/europe\/wp-content\/uploads\/2022\/03\/Untitled3-300x133.png 300w\" sizes=\"(max-width: 652px) 100vw, 652px\" \/><figcaption id=\"caption-attachment-7895\" class=\"wp-caption-text\">r\u00e9seaux de neurones<\/figcaption><\/figure>\n<ul>\n<li>gradient boosting<\/li>\n<\/ul>\n<h3>Pour une mise en pratique :<\/h3>\n<p><a href=\"https:\/\/www.aquiladata.fr\/insights\/interpretabilite-des-modeles-de-machine-learning\/\">https:\/\/www.aquiladata.fr\/insights\/interpretabilite-des-modeles-de-machine-learning\/<\/a><\/p>\n<p><a href=\"https:\/\/xavier-invyo.youcanbook.me\/\" class=\"broken_link\">En savoir plus<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Bienvenue dans ce cycle de trois articles sur l\u2019Intelligence Artificielle (IA) et son rapport \u00e0 l\u2019\u00e9thique. L\u2019IA, seulement deux lettres et pourtant de multiples interrogations \u00e0 tout-va. Vous devez avoir d\u00e9j\u00e0 une id\u00e9e plus ou moins pr\u00e9cise de ce qu\u2019est l\u2019IA. Ce que nous vous proposons maintenant, c\u2019est de mettre en avant les limites de [&hellip;]<\/p>\n","protected":false},"author":40,"featured_media":7888,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[551],"tags":[240,2392,2391,138,2394,900,1500,2390,2389,2365,2326,1953,2397,2395,296,2398,2396,2393],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>L\u2019IA peut-elle \u00eatre responsable ? - INVYO Insights Europe : Media Fintech<\/title>\n<meta name=\"description\" content=\"Trois articles sur l\u2019Intelligence Artificielle (IA) et son rapport \u00e0 l\u2019\u00e9thique, afin de mettre en avant les limites de l\u2019IA face \u00e0 la morale.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/insights.invyo.io\/europe\/analyses\/l-ia-peut-elle-etre-responsable\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"L\u2019IA peut-elle \u00eatre responsable ? 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