{"id":7665,"date":"2018-06-27T15:44:03","date_gmt":"2018-06-27T13:44:03","guid":{"rendered":"https:\/\/golem.ai\/blog\/machine-learning-intelligible\/"},"modified":"2022-04-22T14:14:11","modified_gmt":"2022-04-22T12:14:11","slug":"machine-learning-intelligible","status":"publish","type":"post","link":"https:\/\/miralia.ai\/fr\/blog\/ai-and-society\/machine-learning-intelligible","title":{"rendered":"Le Machine Learning, pourquoi et comment ?"},"content":{"rendered":"<h3>L\u2019IA actuelle surfe sur la hype du machine learning, qui est aujourd\u2019hui sa branche la plus d\u00e9velopp\u00e9e. Cette technologie vise \u00e0 \u00e9tablir des corr\u00e9lations par exp\u00e9rimentation sur des jeux de donn\u00e9es afin d\u2019op\u00e9rer des classifications automatiques ou des analyses pr\u00e9dictives.<\/h3>\n<p>Comme les r\u00e8gles de traitement algorithmiques des data ne sont pas d\u00e9finies \u00e0 l\u2019avance par un op\u00e9rateur humain et qu\u2019il est souvent difficile de comprendre a posteriori quels traitements ont conduit aux r\u00e9sultats, on accole souvent l\u2019\u00e9tiquette de black box au machine learning.<\/p>\n<p><iframe src=\"https:\/\/www.youtube.com\/embed\/baCKzz6oFh4\" width=\"854\" height=\"480\" frameborder=\"0\"><\/iframe><\/p>\n<p dir=\"ltr\">Entr\u00e9&nbsp;en vigueur d\u00e8s le 18 mai 2018, le&nbsp;RGPD pr\u00e9voit pour l\u2019usager un&nbsp;\u00ab&nbsp;droit \u00e0 l\u2019explication&nbsp;\u00bb&nbsp;: toutes les d\u00e9cisions prises par des algorithmes doivent pouvoir \u00eatre expliqu\u00e9es en cas de litige. La redevabilit\u00e9 devient donc un enjeu fondamental pour la mise en \u0153uvre de solution d\u2019intelligence artificielle au moment m\u00eame o\u00f9 la complexit\u00e9 prend le pas sur l\u2019interpr\u00e9tabilit\u00e9 des mod\u00e8les.<\/p>\n<p dir=\"ltr\"><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 dir=\"ltr\">Fort heureusement, il n\u2019est pas n\u00e9cessaire d\u2019adopter une approche introspective visant \u00e0 d\u00e9crire le mod\u00e8le adopt\u00e9 par l\u2019IA pour rendre compte de ses r\u00e9sultats. Une approche dites \u00ab&nbsp;comportementaliste&nbsp;\u00bb, visant \u00e0 tester le mod\u00e8le par une batterie de questions et \u00e0 interpr\u00e9ter les r\u00e9sultats de celui-ci, permet d\u2019expliquer la d\u00e9cision algorithmique. L&rsquo;intelligibilit\u00e9 est une surcouche, qui n\u2019intervient qu\u2019apr\u00e8s l&rsquo;entra\u00eenement des mod\u00e8les afin d\u2019informer l\u2019op\u00e9rateur&nbsp;: expliquer les donn\u00e9es ne revient pas \u00e0 fournir une explication exhaustive du mod\u00e8le, mais au contraire \u00e0 en d\u00e9tacher les inputs ayant le plus fortement impact\u00e9s le r\u00e9sultat.<\/p>\n<p>De Tree Interpreters \u00e0 Skope Rules en passant par les mod\u00e8les Lime et Shap, R\u00e9mi Adon nous propose un tour d\u2019horizon des outils d\u2019intelligibilit\u00e9 de l\u2019IA. Loin d\u2019\u00eatre accessoires, ceux-ci rev\u00eatent un aspect strat\u00e9gique pour le machine learning&nbsp;: en rendant intelligibles ses d\u00e9cisions, ils lui permettront d\u2019\u00eatre mieux accept\u00e9 et plus int\u00e9gr\u00e9.<\/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: #e37f5a;\">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>Entre RGDP et bo\u00eete noire, R\u00e9mi ADON explore l\u2019intelligibilit\u00e9 des mod\u00e8les de machine learning.<!-- AddThis Advanced Settings generic via filter on get_the_excerpt --><!-- AddThis Share Buttons generic via filter on get_the_excerpt --><\/p>\n","protected":false},"author":1,"featured_media":7667,"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-7665","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>Qu\u2019est-ce que le Machine Learning intelligible? 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