{"id":4709,"date":"2020-06-24T20:47:30","date_gmt":"2020-06-24T19:47:30","guid":{"rendered":"http:\/\/mouillere.com\/universconvergents\/?p=4709"},"modified":"2020-06-24T20:47:30","modified_gmt":"2020-06-24T19:47:30","slug":"algorithmes-et-discriminations","status":"publish","type":"post","link":"https:\/\/mouillere.com\/universconvergents\/2020\/06\/24\/algorithmes-et-discriminations\/","title":{"rendered":"Algorithmes et discriminations"},"content":{"rendered":"<p>Le Village de la Justice consacre un article sur les risques de discrimination li\u00e9s \u00e0 l\u2019usage des algorithmes, reprenant les analyses et conclusions du D\u00e9fenseur des droits et de la CNIL.<\/p>\n<p><!--more--><\/p>\n<p>&nbsp;<\/p>\n<blockquote><p><em>&#8220;A premi\u00e8re vue, les algorithmes permettent de trier, classer ou d\u2019ordonner des informations en se d\u00e9barrassant des pr\u00e9jug\u00e9s et biais propres aux affects des humains (&#8230;) En r\u00e9alit\u00e9, il n\u2019y a ni magie technologique ni neutralit\u00e9 math\u00e9matique : les algorithmes sont con\u00e7us par des humains et \u00e0 partir de donn\u00e9es refl\u00e9tant des pratiques humaines. Ce faisant, des biais peuvent \u00eatre ainsi int\u00e9gr\u00e9s \u00e0 toutes les \u00e9tapes de l\u2019\u00e9laboration et du d\u00e9ploiement des syst\u00e8mes (&#8230;) Les concepteurs d\u2019algorithmes, comme les organisations achetant et utilisant ce type de syst\u00e8mes, n\u2019affichent pas la vigilance n\u00e9cessaire pour \u00e9viter une forme d\u2019automatisation invisible des discriminations (&#8230;) L\u2019opacit\u00e9 des syst\u00e8mes et leur caract\u00e8re secret constituent un frein \u00e0 la d\u00e9couverte des biais \u00e9ventuels&#8221;<\/em><\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<p>Le D\u00e9fenseur des droits recommande la mise en \u0153uvre de dispositifs permettant de pr\u00e9venir, corriger et sanctionner les discriminations li\u00e9es aux origines, au sexe, \u00e0 l\u2019\u00e2ge, aux choix cultuels, aux orientations politiques, \u00e0 la sant\u00e9, etc.:<\/p>\n<ol>\n<li>une obligation d\u2019audit pr\u00e9alable sur le mod\u00e8le de l\u2019analyse d\u2019impact relative \u00e0 la protection des donn\u00e9es (Privacy by design \/ RGPD);<\/li>\n<li>des obligations en mati\u00e8re d\u2019information et de transparence des algorithmes dans un langage accessible et intelligible;<\/li>\n<li>un contr\u00f4le pr\u00e9cis et r\u00e9gulier des r\u00e9sultats de l\u2019algorithme apprenant (IA) pour s\u2019assurer que l\u2019algorithme ne devient pas discriminatoire.<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<iframe src=\"\/\/docs.google.com\/viewer?url=https%3A%2F%2Fmouillere.com%2Funiversconvergents%2Fwp-content%2Fuploads%2F2020%2F06%2FDe%CC%81fenseur-des-Droits-pre%CC%81venir-l%E2%80%99automatisation-des-discriminations.pdf&hl=fr&embedded=true\" class=\"gde-frame\" style=\"width:100%; height:500px; border: none;\" scrolling=\"no\"><\/iframe>\n<p class=\"gde-text\"><a href=\"https:\/\/mouillere.com\/universconvergents\/wp-content\/uploads\/2020\/06\/De\u0301fenseur-des-Droits-pre\u0301venir-l\u2019automatisation-des-discriminations.pdf\" class=\"gde-link\">T\u00e9l\u00e9charger (PDF, 313KB)<\/a><\/p>\n<p>&nbsp;<\/p>\n<iframe src=\"\/\/docs.google.com\/viewer?url=https%3A%2F%2Fmouillere.com%2Funiversconvergents%2Fwp-content%2Fuploads%2F2020%2F06%2FCNIL-Les-enjeux-e%CC%81thiques-des-algorithmes-et-de-l%E2%80%99intelligence-artificielle.pdf&hl=fr&embedded=true\" class=\"gde-frame\" style=\"width:100%; height:500px; border: none;\" scrolling=\"no\"><\/iframe>\n<p class=\"gde-text\"><a href=\"https:\/\/mouillere.com\/universconvergents\/wp-content\/uploads\/2020\/06\/CNIL-Les-enjeux-e\u0301thiques-des-algorithmes-et-de-l\u2019intelligence-artificielle.pdf\" class=\"gde-link\">T\u00e9l\u00e9charger (PDF, 1.5Mo)<\/a><\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/www.village-justice.com\/articles\/algorithmes-discriminations-defenseur-des-droits-prone-fair-learning,35760.html\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.village-justice.com\/articles\/algorithmes-discriminations-defenseur-des-droits-prone-fair-learning,35760.html<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Le Village de la Justice consacre un article sur les risques de discrimination li\u00e9s \u00e0 l\u2019usage des algorithmes, reprenant les analyses et conclusions du D\u00e9fenseur des droits et de la&hellip; <\/p>\n","protected":false},"author":1,"featured_media":4718,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[16,74],"tags":[],"class_list":["post-4709","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-donnees-personnelles","category-it"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2020\/06\/Capture-d%E2%80%99e%CC%81cran-2020-06-24-a%CC%80-16.45.12.jpg?fit=1556%2C1416&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p6jw1p-1dX","jetpack-related-posts":[{"id":2709,"url":"https:\/\/mouillere.com\/universconvergents\/2017\/11\/01\/les-algorithmes-sont-ils-plus-impartiaux-que-les-humains\/","url_meta":{"origin":4709,"position":0},"title":"Les algorithmes sont-ils plus impartiaux que les humains ?","author":"Fred","date":"1 novembre 2017","format":false,"excerpt":"\u201cLes experts psychiatres s\u2019appuient encore largement sur leur propre jugement ou leur exp\u00e9rience personnelle pour \u00e9valuer le profil des pr\u00e9venus ou condamn\u00e9s\u201c L\u2019IA\u00a0nous promettrait un monde r\u00e9gi par des jugements totalement objectifs, non soumis \u00e0 un quelconque pr\u00e9jug\u00e9 ou \u00e9motion, et limiterait le risque de r\u00e9cidive. Les pays anglo-saxons auraient\u2026","rel":"","context":"Dans &quot;Avocat&quot;","block_context":{"text":"Avocat","link":"https:\/\/mouillere.com\/universconvergents\/category\/avocat\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2017\/11\/justice-predictive-IA.png?fit=750%2C400&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2017\/11\/justice-predictive-IA.png?fit=750%2C400&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2017\/11\/justice-predictive-IA.png?fit=750%2C400&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2017\/11\/justice-predictive-IA.png?fit=750%2C400&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":6812,"url":"https:\/\/mouillere.com\/universconvergents\/2025\/11\/11\/gestion-des-risques-ia\/","url_meta":{"origin":4709,"position":1},"title":"Gestion des risques IA","author":"Fred","date":"11 novembre 2025","format":false,"excerpt":"Le Contr\u00f4leur europ\u00e9en de la protection des donn\u00e9es (CEPD) vient de publier son \"Guidance for Risk Management of Artificial Intelligence systems\" destin\u00e9 aux institutions, bureaux et agences de l'UE afin d'identifier et att\u00e9nuer les risques significatifs que les syst\u00e8mes d'IA font peser sur les droits et libert\u00e9s. M\u00e9thodologie de Gestion\u2026","rel":"","context":"Dans &quot;Donn\u00e9es personnelles&quot;","block_context":{"text":"Donn\u00e9es personnelles","link":"https:\/\/mouillere.com\/universconvergents\/category\/it\/donnees-personnelles\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2025\/11\/2025-11-11-GuidanceRiskManagementAI.png?fit=1200%2C570&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2025\/11\/2025-11-11-GuidanceRiskManagementAI.png?fit=1200%2C570&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2025\/11\/2025-11-11-GuidanceRiskManagementAI.png?fit=1200%2C570&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2025\/11\/2025-11-11-GuidanceRiskManagementAI.png?fit=1200%2C570&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2025\/11\/2025-11-11-GuidanceRiskManagementAI.png?fit=1200%2C570&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":6825,"url":"https:\/\/mouillere.com\/universconvergents\/2025\/11\/11\/ia-avocats-magistrats-meme-combat\/","url_meta":{"origin":4709,"position":2},"title":"IA : Avocats &#038; Magistrats, m\u00eame combat","author":"Fred","date":"11 novembre 2025","format":false,"excerpt":"L'IA transforme profond\u00e9ment les pratiques professionnelles des magistrats et des avocats, offrant des gains d'efficacit\u00e9 notables en mati\u00e8re de recherche, de r\u00e9daction et de traitement des dossiers. 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DataJust repose sur l\u2019extraction automatique des donn\u00e9es contenues\u2026","rel":"","context":"Dans &quot;Avocat&quot;","block_context":{"text":"Avocat","link":"https:\/\/mouillere.com\/universconvergents\/category\/avocat\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2015\/07\/bigdata2.jpg?fit=1200%2C699&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2015\/07\/bigdata2.jpg?fit=1200%2C699&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2015\/07\/bigdata2.jpg?fit=1200%2C699&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2015\/07\/bigdata2.jpg?fit=1200%2C699&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/mouillere.com\/universconvergents\/wp-content\/uploads\/2015\/07\/bigdata2.jpg?fit=1200%2C699&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":3560,"url":"https:\/\/mouillere.com\/universconvergents\/2020\/01\/20\/les-guides-detalab-sur-lopen-data\/","url_meta":{"origin":4709,"position":5},"title":"Les guides d&#8217;Etalab sur l&#8217;Open Data","author":"Fred","date":"20 janvier 2020","format":false,"excerpt":"Etalab, d\u00e9partement de la direction interminist\u00e9rielle du num\u00e9rique de l\u2019\u00c9tat (DINUM), promeut l\u2019action de l\u2019\u00c9tat en mati\u00e8re de production, de circulation, d\u2019exploitation et d\u2019ouverture des donn\u00e9es, et notamment des codes sources et algorithmes publics. Etalab publie une premi\u00e8re s\u00e9rie de guides relatifs \u00e0 : L'ouverture et la circulation des donn\u00e9es\u2026","rel":"","context":"Dans &quot;Donn\u00e9es personnelles&quot;","block_context":{"text":"Donn\u00e9es personnelles","link":"https:\/\/mouillere.com\/universconvergents\/category\/it\/donnees-personnelles\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"https:\/\/mouillere.com\/universconvergents\/wp-json\/wp\/v2\/posts\/4709","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mouillere.com\/universconvergents\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mouillere.com\/universconvergents\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mouillere.com\/universconvergents\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mouillere.com\/universconvergents\/wp-json\/wp\/v2\/comments?post=4709"}],"version-history":[{"count":3,"href":"https:\/\/mouillere.com\/universconvergents\/wp-json\/wp\/v2\/posts\/4709\/revisions"}],"predecessor-version":[{"id":4719,"href":"https:\/\/mouillere.com\/universconvergents\/wp-json\/wp\/v2\/posts\/4709\/revisions\/4719"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mouillere.com\/universconvergents\/wp-json\/wp\/v2\/media\/4718"}],"wp:attachment":[{"href":"https:\/\/mouillere.com\/universconvergents\/wp-json\/wp\/v2\/media?parent=4709"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mouillere.com\/universconvergents\/wp-json\/wp\/v2\/categories?post=4709"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mouillere.com\/universconvergents\/wp-json\/wp\/v2\/tags?post=4709"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}