{"id":2238,"date":"2019-10-02T09:33:31","date_gmt":"2019-10-02T09:33:31","guid":{"rendered":"https:\/\/generate.fr\/?p=2238"},"modified":"2019-10-02T09:33:31","modified_gmt":"2019-10-02T09:33:31","slug":"fiabilite-performance-et-autonomie-des-utilisateurs-trois-defis-majeurs-pour-lia-selon-earthcube","status":"publish","type":"post","link":"https:\/\/generate.fr\/en\/fiabilite-performance-et-autonomie-des-utilisateurs-trois-defis-majeurs-pour-lia-selon-earthcube\/","title":{"rendered":"Fiabilit\u00e9, performance et autonomie des utilisateurs : trois d\u00e9fis majeurs pour l'IA selon Earthcube"},"content":{"rendered":"<p><strong>En utilisant les technologies Ingedata, Marklogic, PostGreSQL, Docker et des d\u00e9veloppements en Python, Earthcube analyse les images par IA.<\/strong><\/p>\n<p>\u00ab\u00a0Reconna\u00eetre avec 85\u00a0% de fiabilit\u00e9 des chats sur de belles images bien contrast\u00e9es, c'est tr\u00e8s facile, mais atteindre les 90 \u00e0 95\u00a0% sur des donn\u00e9es complexes voire de qualit\u00e9 m\u00e9diocre, c'est deux ans de R&amp;D\u00a0\u00bb avertit Renaud Allioux, CTO et co-fondateur de la start-up Earthcube. Cette soci\u00e9t\u00e9 d\u00e9veloppe des outils d'analyse d'images pour des besoins critiques, notamment dans la d\u00e9fense (analyse d'images satellites...) mais aussi dans l'industrie (analyse de photographies de pipelines...). Ces secteurs ne peuvent supporter des taux d'erreur \u00e9lev\u00e9s.<\/p>\n<p>Mais que change le \u00ab besoin critique \u00bb lorsque l'on fait de l'analyse d'image par IA ? Pour Renaud Allioux, \u00ab il y a trois impacts essentiels \u00bb. Le premier est une n\u00e9cessit\u00e9 de performances \u00e9lev\u00e9es, impliquant l'impossibilit\u00e9 d'utiliser des solutions traditionnelles orient\u00e9es vers d'autres usages. Plus contraignant encore est l'imp\u00e9ratif de fiabilit\u00e9. \u00ab La fiabilit\u00e9 est la grande difficult\u00e9 lorsque l'on passe de l'exp\u00e9rimentation \u00e0 l'usage r\u00e9el et qui explique beaucoup des abandons de projets en mati\u00e8re d'IA \u00bb observe Renaud Allioux. Pour cela, l'entreprise doit totalement ma\u00eetriser le code de sa plate-forme et ne peut donc pas se contenter d'assembler des briques de frameworks. Renaud Allioux rel\u00e8ve : \u00ab les bugs peuvent \u00eatre dus soit \u00e0 du code de framework (comme Keras et Tensorflow), soit \u00e0 l'int\u00e9gration des modules. Par exemple, nous avons eu jadis un soucis de diff\u00e9rence de scoring entre l'entra\u00eenement et la pr\u00e9diction. \u00bb<\/p>\n<p><a href=\"https:\/\/www.cio-online.com\/actualites\/lire-fiabilite-performance-et-autonomie-des-utilisateurs-trois-defis-majeurs-pour-l-ia-11549.html\"><strong>Source : CIO Online<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>En utilisant les technologies Ingedata, Marklogic, PostGreSQL, Docker et des d\u00e9veloppements en Python, Earthcube analyse les images par IA. \u00ab\u00a0Reconna\u00eetre avec 85\u00a0% de fiabilit\u00e9 des chats sur de belles images bien contrast\u00e9es, c'est tr\u00e8s facile, mais atteindre les 90 \u00e0 95\u00a0% sur des donn\u00e9es complexes voire de qualit\u00e9 m\u00e9diocre, c'est deux ans de R&amp;D\u00a0\u00bb avertit [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":2239,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[30,90,99],"class_list":["post-2238","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles-itw","tag-earthcube","tag-intelligence-artificielle","tag-renaud-allioux","post-wrapper"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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