{"id":1338,"date":"2023-05-09T17:16:45","date_gmt":"2023-05-09T15:16:45","guid":{"rendered":"http:\/\/localhost\/site_cybaile\/?page_id=1338"},"modified":"2023-08-22T13:40:56","modified_gmt":"2023-08-22T11:40:56","slug":"le-projet","status":"publish","type":"page","link":"https:\/\/hub.imt-atlantique.fr\/cybaile\/le-projet\/","title":{"rendered":"Le projet"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1338\" class=\"elementor elementor-1338\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6301c37 e-con-full e-flex e-con e-parent\" data-id=\"6301c37\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t<div class=\"elementor-element elementor-element-7fa5bc1 e-con-full e-flex e-con e-parent\" data-id=\"7fa5bc1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a7b26e8 elementor-widget elementor-widget-heading\" data-id=\"a7b26e8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.18.0 - 20-12-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\"><b>Le projet<\/b>\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-76eb592d e-con-full e-flex e-con e-parent\" data-id=\"76eb592d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t<div class=\"elementor-element elementor-element-5e02b6d7 e-con-full e-flex e-con e-parent\" data-id=\"5e02b6d7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t<div class=\"elementor-element elementor-element-799cc26b elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"799cc26b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Apprentissage automatique<b> f\u00e9d\u00e9r\u00e9 et s\u00e9curis\u00e9<\/b><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45caeab6 elementor-widget elementor-widget-text-editor\" data-id=\"45caeab6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.18.0 - 20-12-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>En sant\u00e9, le d\u00e9veloppement de m\u00e9thodes innovantes et performantes d\u2019intelligence artificielle fond\u00e9es sur l\u2019apprentissage automatique passe par l\u2019acc\u00e8s \u00e0 de tr\u00e8s larges jeux de donn\u00e9es sensibles. Ceux-ci sont par ailleurs largement distribu\u00e9s sur diff\u00e9rents sites (h\u00f4pitaux, entrep\u00f4ts de donn\u00e9es de sant\u00e9 \u2026)\u00a0 et les centraliser \u00e0 l\u2019\u00e9chelle d\u2019une population en une seule place n\u2019est pas envisageable. Et quand cela est possible, de nombreuses questions se posent en mati\u00e8re de respect du droit \u00e0 la vie priv\u00e9e sachant que certaines donn\u00e9es sont par nature identifiantes (e.g. donn\u00e9es g\u00e9n\u00e9tiques).<\/p><p>Dans de tels environnements, les algorithmes d\u2019apprentissage soumis \u00e0 diff\u00e9rentes menaces cyber qui tirent avantage des vuln\u00e9rabilit\u00e9s de leurs phases d\u2019apprentissage et de d\u00e9ploiement. Par exemple, des attaques peuvent polluer des donn\u00e9es d\u2019apprentissage de telle sorte qu\u2019un algorithme se trompe ou chercher \u00e0 retrouver les donn\u00e9es qui ont servi lors de l\u2019apprentissage (e.g. identification de patients). D\u2019autres ciblent la phase d\u2019inf\u00e9rence. Il a \u00e9t\u00e9 montr\u00e9 qu\u2019il \u00e9tait possible qu\u2019un syst\u00e8me d\u2019IA cat\u00e9gorise une l\u00e9sion normalement identifi\u00e9e comme b\u00e9nigne en l\u00e9sion maligne (avec 100% de confiance) par l\u2019addition d\u2019un bruit malveillant sur les donn\u00e9es. Ces enjeux de robustesse et de s\u00e9curit\u00e9, particuli\u00e8rement d\u2019actualit\u00e9 dans le contexte d\u2019\u00e9tudes m\u00e9dicales multicentriques, doivent \u00eatre trait\u00e9s de mani\u00e8re compl\u00e9mentaire et coordonn\u00e9e. C\u2019est un des projets de recherche de CYBAILE qui vise des solutions \u00e9galement interop\u00e9rables et flexibles avec les standards et normes du syst\u00e8me de sant\u00e9.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eb1c3e0 e-con-full e-flex e-con e-parent\" data-id=\"eb1c3e0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t<div class=\"elementor-element elementor-element-213edbaa elementor-widget__width-inherit elementor-widget-tablet__width-inherit elementor-widget elementor-widget-image\" data-id=\"213edbaa\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.18.0 - 20-12-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/apprentissage.png\" data-elementor-open-lightbox=\"yes\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjU5NCwidXJsIjoiaHR0cHM6XC9cL2h1Yi5pbXQtYXRsYW50aXF1ZS5mclwvY3liYWlsZVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyM1wvMDVcL2FwcHJlbnRpc3NhZ2UucG5nIn0%3D\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"702\" src=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/apprentissage-1024x899.png\" class=\"attachment-large size-large wp-image-2594\" alt=\"\" srcset=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/apprentissage-1024x899.png 1024w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/apprentissage-300x263.png 300w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/apprentissage-768x674.png 768w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/apprentissage-1536x1349.png 1536w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/apprentissage-2048x1798.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3b1d9a7 e-con-full e-flex e-con e-parent\" data-id=\"3b1d9a7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t<div class=\"elementor-element elementor-element-87a754f e-con-full e-flex e-con e-parent\" data-id=\"87a754f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t<div class=\"elementor-element elementor-element-11094e6 elementor-widget__width-inherit elementor-widget-tablet__width-inherit elementor-widget elementor-widget-image\" data-id=\"11094e6\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/watermark.png\" data-elementor-open-lightbox=\"yes\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjU5NSwidXJsIjoiaHR0cHM6XC9cL2h1Yi5pbXQtYXRsYW50aXF1ZS5mclwvY3liYWlsZVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyM1wvMDVcL3dhdGVybWFyay5wbmcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"702\" src=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/watermark-1024x899.png\" class=\"attachment-large size-large wp-image-2595\" alt=\"\" srcset=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/watermark-1024x899.png 1024w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/watermark-300x263.png 300w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/watermark-768x674.png 768w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/watermark-1536x1349.png 1536w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/watermark-2048x1798.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f9047d6 e-con-full e-flex e-con e-parent\" data-id=\"f9047d6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t<div class=\"elementor-element elementor-element-03d535f elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"03d535f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Mod\u00e8les d'apprentissage <b>s\u00e9curis\u00e9s, fiables et de confiance<\/b><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc293a1 elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"fc293a1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Un syst\u00e8me d\u2019IA en sant\u00e9 est souvent le r\u00e9sultat de plusieurs ann\u00e9es de recherche et d\u2019un savoir-faire unique. La protection de la propri\u00e9t\u00e9 intellectuelle est importante. Un mod\u00e8le peut \u00eatre copi\u00e9 en r\u00e9cup\u00e9rant ses param\u00e8tres ou en le r\u00e9pliquant en utilisant ses entr\u00e9es\/sorties. On peut aussi s\u2019interroger sur le fait qu\u2019un syst\u00e8me a \u00e9t\u00e9 falsifi\u00e9 (modification ill\u00e9gale de son comportement). En sant\u00e9, c\u2019est un sujet sensible car ces syst\u00e8mes participent \u00e0 des d\u00e9cisions concernant les patients. Une telle attaque peut dans le m\u00eame temps entacher gravement la r\u00e9putation de l\u2019entreprise \u00e0 l\u2019origine de la solution. Ici, CYBAILE travaille sur des approches qui s\u2019appuient sur des techniques de chiffrement (e.g. chiffrement homomorphe) pour prot\u00e9ger les param\u00e8tres du syst\u00e8me et de tatouage \u00e0 des fins de tra\u00e7abilit\u00e9, dans le contexte de syst\u00e8mes distribu\u00e9s avec des donn\u00e9es multicentriques.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-97ec8e8 e-con-full e-flex e-con e-parent\" data-id=\"97ec8e8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t<div class=\"elementor-element elementor-element-3d1b7ec e-con-full e-flex e-con e-parent\" data-id=\"3d1b7ec\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e88a3b4 elementor-widget-tablet__width-inherit elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"e88a3b4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Plateformes <b>exp\u00e9rimentales<\/b><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44b822d elementor-widget elementor-widget-text-editor\" data-id=\"44b822d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Les travaux de CYBAILE s\u2019appuieront sur diff\u00e9rentes plateformes auquel les diff\u00e9rents partenaires contribuent. Cet \u00e9cosyst\u00e8me est constitu\u00e9 de plateformes, centralis\u00e9es et\/ou distribu\u00e9es, donnant acc\u00e8s \u00e0 diff\u00e9rentes sources d\u2019informations multimodales (donn\u00e9es de sant\u00e9 de vie r\u00e9elle, clinique, imagerie, signaux, \u2026) comme : le Centre de Donn\u00e9es Cliniques (CDC) du CHRU de Brest, celui de Rennes, le Ouest Data Hub et le Cloud Inserm. Elles serviront de cadre d\u2019exp\u00e9rimentation pour la validation des solutions\/approches d\u00e9velopp\u00e9es, par le biais de d\u00e9monstrateurs et de preuves de concept.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fd8c762 e-con-full e-flex e-con e-parent\" data-id=\"fd8c762\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t<div class=\"elementor-element elementor-element-14584e8 elementor-widget elementor-widget-image\" data-id=\"14584e8\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"702\" src=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/06\/plateformes-1024x899.png\" class=\"attachment-large size-large wp-image-3511\" alt=\"\" srcset=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/06\/plateformes-1024x899.png 1024w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/06\/plateformes-300x263.png 300w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/06\/plateformes-768x674.png 768w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/06\/plateformes-1536x1349.png 1536w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/06\/plateformes-2048x1798.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cc0021f e-flex e-con-boxed e-con e-parent\" data-id=\"cc0021f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4ef1bfc e-con-full e-flex e-con e-parent\" data-id=\"4ef1bfc\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t<div class=\"elementor-element elementor-element-7bb7977 e-con-full e-flex e-con e-parent\" data-id=\"7bb7977\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t<div class=\"elementor-element elementor-element-473087c elementor-widget elementor-widget-image\" data-id=\"473087c\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.inserm.fr\/\" target=\"_blank\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/06\/inserm-1024x640.png\" class=\"attachment-large size-large wp-image-2919\" alt=\"\" srcset=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/06\/inserm-1024x640.png 1024w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/06\/inserm-300x188.png 300w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/06\/inserm-768x480.png 768w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/06\/inserm-1536x960.png 1536w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/06\/inserm.png 1601w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-80b1e4b e-con-full e-flex e-con e-parent\" data-id=\"80b1e4b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fe0008 elementor-widget elementor-widget-image\" data-id=\"4fe0008\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.thalesgroup.com\/es\" target=\"_blank\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/thales-1024x640.png\" class=\"attachment-large size-large wp-image-2718\" alt=\"\" srcset=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/thales-1024x640.png 1024w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/thales-300x188.png 300w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/thales-768x480.png 768w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/thales-1536x960.png 1536w, 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src=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/sophia_genetics-1024x640.png\" class=\"attachment-large size-large wp-image-2717\" alt=\"\" srcset=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/sophia_genetics-1024x640.png 1024w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/sophia_genetics-300x188.png 300w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/sophia_genetics-768x480.png 768w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/sophia_genetics-1536x960.png 1536w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/sophia_genetics-2048x1280.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-39a403c e-con-full e-flex e-con e-parent\" data-id=\"39a403c\" 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src=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/bretagne-1024x640.png\" class=\"attachment-large size-large wp-image-2713\" alt=\"\" srcset=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/bretagne-1024x640.png 1024w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/bretagne-300x188.png 300w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/bretagne-768x480.png 768w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/bretagne-1536x960.png 1536w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/bretagne-2048x1280.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e87cea6 e-con-full e-flex e-con e-parent\" data-id=\"e87cea6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8bdb965 elementor-widget elementor-widget-image\" data-id=\"8bdb965\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aiintense.eu\/\" target=\"_blank\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/aiintense-1024x640.png\" class=\"attachment-large size-large wp-image-2712\" alt=\"\" srcset=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/aiintense-1024x640.png 1024w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/aiintense-300x188.png 300w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/aiintense-768x480.png 768w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/aiintense-1536x960.png 1536w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/aiintense-2048x1280.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-76b0bb6 e-con-full e-flex e-con e-parent\" data-id=\"76b0bb6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1925770 elementor-widget elementor-widget-image\" data-id=\"1925770\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.univ-brest.fr\/fr\" target=\"_blank\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/ubo-1024x640.png\" class=\"attachment-large size-large wp-image-2711\" alt=\"\" srcset=\"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/ubo-1024x640.png 1024w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/ubo-300x188.png 300w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/ubo-768x480.png 768w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/ubo-1536x960.png 1536w, https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-content\/uploads\/2023\/05\/ubo-2048x1280.png 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Le projet Apprentissage automatique f\u00e9d\u00e9r\u00e9 et s\u00e9curis\u00e9 En sant\u00e9, le d\u00e9veloppement de m\u00e9thodes innovantes et performantes d\u2019intelligence artificielle fond\u00e9es sur l\u2019apprentissage automatique passe par l\u2019acc\u00e8s \u00e0 de tr\u00e8s larges jeux de donn\u00e9es sensibles. Ceux-ci sont par ailleurs largement distribu\u00e9s sur diff\u00e9rents sites (h\u00f4pitaux, entrep\u00f4ts de donn\u00e9es de sant\u00e9 \u2026)\u00a0 et les centraliser \u00e0 l\u2019\u00e9chelle d\u2019une [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"_links":{"self":[{"href":"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-json\/wp\/v2\/pages\/1338"}],"collection":[{"href":"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-json\/wp\/v2\/comments?post=1338"}],"version-history":[{"count":0,"href":"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-json\/wp\/v2\/pages\/1338\/revisions"}],"wp:attachment":[{"href":"https:\/\/hub.imt-atlantique.fr\/cybaile\/wp-json\/wp\/v2\/media?parent=1338"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}