{"id":23248,"date":"2020-12-02T10:24:25","date_gmt":"2020-12-02T09:24:25","guid":{"rendered":"https:\/\/datascientest.com\/?p=23248"},"modified":"2024-03-29T12:09:31","modified_gmt":"2024-03-29T12:09:31","slug":"realisation-de-lunettes-connectees-pour-ameliorer-la-vie-des-malentendants-lia-au-service-du-handicap","status":"publish","type":"post","link":"https:\/\/datascientest.com\/realisation-de-lunettes-connectees-pour-ameliorer-la-vie-des-malentendants-lia-au-service-du-handicap","title":{"rendered":"Re\u0301alisation de lunettes connecte\u0301es pour ame\u0301liorer la vie des malentendants, l\u2019IA au service du handicap"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"23248\" class=\"elementor elementor-23248\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3cda46d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3cda46d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-79a4b84\" data-id=\"79a4b84\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f8a18da elementor-widget elementor-widget-text-editor\" data-id=\"f8a18da\" 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 - v3.15.0 - 02-08-2023 *\/\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><span style=\"font-weight: 400; font-size: 18px;\">On parle souvent des d\u00e9rives possibles de l\u2019Intelligence Artificielle , du <strong>risque<\/strong> de <strong>remplacement de l\u2019intelligence humaine<\/strong> dans une vision apocalyptique de la technologie.<\/span>\n\nLoin de ce constat alarmiste, chez <strong>DataScientest<\/strong>, on essaie de mettre l\u2019IA au service de l\u2019humain. Et les <strong>projets<\/strong> de nos <strong>apprenants<\/strong> en sont la meilleure preuve. Aujourd\u2019hui nous avons d\u00e9cid\u00e9 de vous faire part du <strong>travail remarquable<\/strong> r\u00e9alis\u00e9 par deux d\u2019entre eux : Malik et Lamia. Pendant 11 semaines, ils ont travaill\u00e9 sur un <strong>projet de lunettes connect\u00e9es au service des malentendants<\/strong> qui leur permettraient de voir des sous-titres s\u2019afficher sous les paroles de leurs \ninterlocuteurs.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f643555 elementor-widget elementor-widget-text-editor\" data-id=\"f643555\" 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<span style=\"font-weight: 400;\">Nous les avons <\/span><span style=\"font-weight: 400;\">interrog\u00e9s <\/span><span style=\"font-weight: 400;\">pour en savoir plus sur les diff\u00e9rentes \u00e9tapes de leur projet. Retour sur leur parcours exemplaire et leur travail sans cesse motiv\u00e9 par leur souci d\u2019<strong>am\u00e9liorer la vie des personnes en situation de handicap.<\/strong><\/span>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-7c70da4 e-flex e-con-boxed e-con\" data-id=\"7c70da4\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0977458 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"0977458\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/n8WyOLND0jk&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7ac6e98 elementor-widget elementor-widget-text-editor\" data-id=\"7ac6e98\" 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><span style=\"font-weight: 400;\"><strong>Malik<\/strong>, a la double casquett<strong>e Architecte logiciel et Program Manager<\/strong> et <strong>Lamia<\/strong> est <strong>Ing\u00e9nieure en Syst\u00e8mes d\u2019information<\/strong>.\u00a0 Au cours de leur bootcamp Data Scientist chez DataScientest en Juillet 2020 ces deux passionn\u00e9s d\u2019IA vont se rejoindre sur le choix d\u2019un projet commun.<\/span><\/p><p><span style=\"font-weight: 400;\"><strong>L\u2019id\u00e9e<\/strong>: <strong>localiser et transcrire la voix<\/strong> d\u2019un interlocuteur sur des lunettes connecte\u0301es.\u00a0<\/span><span style=\"font-weight: 400;\">Leur <strong>but<\/strong> : permettre \u00e0 un malentendant de trouver une <strong>alternative<\/strong> pour <strong>contourner son handicap<\/strong>. Le projet <strong>Voice Glass<\/strong> est n\u00e9 .\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Rapidement, le bin\u00f4me va se fixer trois objectifs \u00e0 atteindre :<\/span><\/p><ul><li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Effectuer des <\/span><b>mode\u0301lisations<\/b><span style=\"font-weight: 400;\"> a\u0300 partir d\u2019un jeu de donne\u0301es suffisamment conse\u0301quent pour faire la <\/span><b>pre\u0301diction en texte d\u2019une voix<\/b><span style=\"font-weight: 400;\"> en provenance d\u2019un fichier audio.<\/span><span style=\"font-weight: 400;\"><br \/><\/span><\/li><li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Construire une<\/span><b> application de type \u00ab WebApp \u00bb<\/b><span style=\"font-weight: 400;\"> afin d\u2019effectuer une<\/span><b> de\u0301monstration <\/b><span style=\"font-weight: 400;\">aupre\u0300s du jury DataScientest.<\/span><\/li><li style=\"font-weight: 400;\">Re\u0301aliser un<b> prototype de lunettes connecte\u0301es<\/b>.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ca6a39 elementor-widget elementor-widget-text-editor\" data-id=\"3ca6a39\" 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><span style=\"font-weight: 400;\">Cette derni\u00e8re \u00e9tape , consid\u00e9r\u00e9e comme optionnelle dans le cadre du projet et au vu du nombre d\u2019heures initialement pr\u00e9vues, a d\u00e8s le d\u00e9part \u00e9t\u00e9 envisag\u00e9e par Malik et Lamia comme <strong>indispensables \u00e0 la concr\u00e9tisation de leur travail.<\/strong><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f56242c elementor-widget elementor-widget-image\" data-id=\"f56242c\" 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 - v3.15.0 - 02-08-2023 *\/\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<img decoding=\"async\" width=\"2560\" height=\"1920\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/P1011249-scaled.jpg\" class=\"attachment-full size-full wp-image-23320\" alt=\"projet IA\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/P1011249-scaled.jpg 2560w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/P1011249-300x225.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/P1011249-1024x768.jpg 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/P1011249-768x576.jpg 768w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/P1011249-1536x1152.jpg 1536w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/P1011249-2048x1536.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-36b2351 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"36b2351\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-de407b0\" data-id=\"de407b0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a02bf15 elementor-widget elementor-widget-text-editor\" data-id=\"a02bf15\" 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><strong>Pr<\/strong><b>emi\u00e8re \u00e9tape : <\/b>effectuer une <b>analyse exploratoire des donne\u0301es<\/b> et a\u0300 produire des DataViz pour mieux appre\u0301hender les datasets \u00e0 disposition.<\/p><p><span style=\"font-weight: 400;\">Ensuite, le duo va <\/span><b>travailler sur le module de reconnaissance vocale pre\u0301sent sur la plate-forme<\/b><span style=\"font-weight: 400;\"> DataScientest pour assimiler les fondements de cette technologie et pouvoir s\u2019inspirer des concepts enseigne\u0301s dans la suite du projet.<\/span><\/p><p><span style=\"font-weight: 400;\">Vient ensuite la phase de pr\u00e9paration des datasets avant de passer \u00e0 la mod\u00e9lisation.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Une fois encore, c\u2019est la<\/span><b> vision globale du projet <\/b><span style=\"font-weight: 400;\">qui permet \u00e0 Malik et Lamia de tirer au mieux profit de leur travail en \u00e9quipe.<\/span><\/p><p><span style=\"font-weight: 400;\">Lamia travaille sur la pr\u00e9diction de<\/span><b> mots simples (Single Words) <\/b><span style=\"font-weight: 400;\">tandis que Malik s\u2019attaque aux <\/span><b>mots multiples (Multiple Words) <\/b><span style=\"font-weight: 400;\">(phrases o\u00f9 la probl\u00e9matique complexe de l&rsquo;alignement des sons avec les mots est \u00e0 prendre en compte.)<\/span><\/p><p><span style=\"font-weight: 400;\">Pour les <\/span><b>Single Words<\/b><span style=\"font-weight: 400;\">, le choix de mod\u00e8le se porte sur un re\u0301seau de convolutions 1D\u00a0 justifi\u00e9 puisque la pr\u00e9diction s\u2019effectue finalement sur une classe de mots.<\/span><\/p><p><span style=\"font-weight: 400;\">Pour les <\/span><b>Multiple Words<\/b><span style=\"font-weight: 400;\">, une autre strat\u00e9gie est n\u00e9cessaire comme <\/span><b>faire appel aux r\u00e9seaux r\u00e9currents RNN<\/b>,\u00a0 largement utilis\u00e9s dans l\u2019industrie pour la reconnaissance vocale. Cependant, l&rsquo;entra\u00eenement des r\u00e9seaux RNN n\u00e9cessite un mat\u00e9riel informatique tr\u00e8s performant dont le bin\u00f4me ne dispose pas.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dce8dcd elementor-widget elementor-widget-image\" data-id=\"dce8dcd\" 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=\"2560\" height=\"1814\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/P1011245-copie-scaled.jpg\" class=\"attachment-full size-full wp-image-23319\" alt=\"projet IA\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/P1011245-copie-scaled.jpg 2560w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/P1011245-copie-300x213.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/P1011245-copie-1024x726.jpg 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/P1011245-copie-768x544.jpg 768w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/P1011245-copie-1536x1088.jpg 1536w, https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/P1011245-copie-2048x1451.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\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 class=\"elementor-element elementor-element-447ccc0 elementor-widget elementor-widget-text-editor\" data-id=\"447ccc0\" 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><span style=\"font-weight: 400;\">Comme alternative, ils choisissent un re\u0301seau de convolutions dilate\u0301es avec le <\/span><b>mode\u0300le SpeechNet<\/b><span style=\"font-weight: 400;\"> &#8211;\u00a0 variante du c\u00e9l\u00e8bre mode\u0300le\u00a0<\/span><a href=\"https:\/\/cloud.google.com\/text-to-speech\/docs\/wavenet\" target=\"_blank\" rel=\"noopener\">WaveNet utilis\u00e9 par Google<\/a><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">La difficulte\u0301 re\u0301side e\u0301galement dans la <strong>compre\u0301hension des fins concepts<\/strong> de la <strong>reconnaissance vocale<\/strong>. Il a fallu assimiler beaucoup de concepts en un temps record.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\"><strong>Mission relev\u00e9e<\/strong> par ce duo de choc dont l\u2019ambition n\u2019a d\u2019\u00e9gal que la d\u00e9termination d\u2019<\/span><b>utiliser leur savoir en data science au service du plus grand nombre<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">Malik et Lamia vont ainsi <strong>approfondir leurs connaissances en l\u2019analyse des donne\u0301es, deep learning et reconnaissance vocale<\/strong> tout au long du projet.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00c0 l\u2019issue de plus de <strong>120h de travail,<\/strong> et <strong>\u00e9paul\u00e9<\/strong> de leur <strong>mentor<\/strong> <strong>Thomas<\/strong> le duo a atteint ces trois objectifs et c\u2019est fi\u00e8rement qu\u2019ils peuvent nous pr\u00e9senter leur prototype fonctionnel.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-d86cd4e e-flex e-con-boxed e-con\" data-id=\"d86cd4e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-35507d0 elementor-widget elementor-widget-heading\" data-id=\"35507d0\" 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 - v3.15.0 - 02-08-2023 *\/\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\">En voici la d\u00e9mo :<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ab2476 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"8ab2476\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/fMqifP3Ghos&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18cb34f elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"18cb34f\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/studio.datascientest.com\/project\/voiceglass\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Retrouver la d\u00e9mo compl\u00e8te<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fe6d7b9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fe6d7b9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0d03bba\" data-id=\"0d03bba\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-995952c elementor-widget elementor-widget-text-editor\" data-id=\"995952c\" 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><span style=\"font-weight: 400;\">Une<strong> suite pour leur projet<\/strong> ? Comme pour l\u2019\u00e9laboration de celui-ci, Malik et Lamia voient les choses en grand et ils aimeraient beaucoup trouver un <strong>\u00e9cho suffisant pour le convertir en un produit fini disponible sur le march\u00e9<\/strong> \u00e0 destination des personnes malentendantes.<\/span><\/p><p>Id\u00e9alement, ils souhaiteraient <strong>am\u00e9liorer leur prototype de lunettes connect\u00e9es\u00a0<\/strong>avec l\u2019aide d\u2019autres profils techniques\u00a0 comme un Data Scientist sp\u00e9cialis\u00e9 en <a href=\"https:\/\/datascientest.com\/introduction-au-nlp-natural-language-processing\" target=\"_blank\" rel=\"noopener\">NLP<\/a>\u00a0mais aussi un Data Engineer. L\u2019ambition, c\u2019est \u00e9videmment de voir le projet acc\u00e9l\u00e9r\u00e9 au sein d\u2019un incubateur de startups.<\/p><p><span style=\"font-weight: 400;\">Merci \u00e0 Malik et Lamia pour leurs t\u00e9moignages et si vous souhaitez les contacter pour poursuivre le projet,\u00a0<a href=\"https:\/\/studio.multi.datascientest.com\/project\/voiceglass\/\" target=\"_blank\" rel=\"noopener\">leurs profils Linkedin sont accessibles dans la d\u00e9mo<\/a>.\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>On parle souvent des d\u00e9rives possibles de l\u2019Intelligence Artificielle , du risque de remplacement de l\u2019intelligence humaine dans une vision apocalyptique de la technologie. Loin de ce constat alarmiste, chez DataScientest, on essaie de mettre l\u2019IA au service de l\u2019humain. Et les projets de nos apprenants en sont la meilleure preuve. Aujourd\u2019hui nous avons d\u00e9cid\u00e9 [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":23479,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2440],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Lunettes connect\u00e9es : L&#039;IA au service du handicap.<\/title>\n<meta name=\"description\" content=\"D\u00e9couvrez un des projets developp\u00e9s par nos apprenants : Malick et Lamia ont d\u00e9velopp\u00e9 des lunettes connect\u00e9es au service des malentendants.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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