{"id":8575,"date":"2025-06-02T14:58:30","date_gmt":"2025-06-02T13:58:30","guid":{"rendered":"https:\/\/www.fs-umi.ac.ma\/?page_id=8575"},"modified":"2025-06-02T15:18:32","modified_gmt":"2025-06-02T14:18:32","slug":"master-intelligence-artificielle-recherche-operationnelle","status":"publish","type":"page","link":"https:\/\/www.fs-umi.ac.ma\/index.php\/master-intelligence-artificielle-recherche-operationnelle\/","title":{"rendered":"Master &#8211; Intelligence Artificielle &amp; Recherche Op\u00e9rationnelle"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"8575\" class=\"elementor elementor-8575\">\n\t\t\t\t\t\t<header class=\"elementor-section elementor-top-section elementor-element elementor-element-e116469 elementor-section-full_width elementor-section-height-min-height elementor-section-items-bottom elementor-section-height-default elementor-invisible\" data-id=\"e116469\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeIn&quot;,&quot;animation_delay&quot;:50}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4aa9d40\" data-id=\"4aa9d40\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-fbc4baa elementor-section-content-bottom elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fbc4baa\" data-element_type=\"section\" data-e-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-inner-column elementor-element elementor-element-125be34\" data-id=\"125be34\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b33cf2b animated-slow elementor-widget elementor-widget-heading\" data-id=\"b33cf2b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Master - Intelligence Artificielle &amp; Recherche Op\u00e9rationnelle<\/h6>\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<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/header>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-488cb53 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"488cb53\" data-element_type=\"section\" data-e-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-0d23944\" data-id=\"0d23944\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-09681c9 elementor-widget elementor-widget-text-editor\" data-id=\"09681c9\" data-element_type=\"widget\" data-e-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\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4757f07 elementor-reverse-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4757f07\" data-element_type=\"section\" data-e-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-66 elementor-top-column elementor-element elementor-element-4c29bf8\" data-id=\"4c29bf8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0a4b9e0 animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"0a4b9e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Objectifs de la formation<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e044e7 elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"7e044e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a58de9a elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"a58de9a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u00a0Le Master\u00a0vise \u00e0 former des chercheurs et des professionnels hautement qualifi\u00e9s et capables de r\u00e9soudre des probl\u00e8mes complexes en utilisant des m\u00e9thodes analytiques avanc\u00e9es, des techniques d&#8217;Intelligence Artificielle\u00a0(IA) et des approches et m\u00e9thodes de la Recherche Op\u00e9rationnelle (RO).<\/p>\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-1252f79 elementor-invisible\" data-id=\"1252f79\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeIn&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-61f453a animated-slow elementor-widget elementor-widget-heading\" data-id=\"61f453a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Responsable:<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45200dc elementor-widget elementor-widget-heading\" data-id=\"45200dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Pr. EL YASSINI Khalid<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-968c1a2 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"968c1a2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"mailto:k.elyassini@umi.ac.ma\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-envelope\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">k.elyassini@umi.ac.ma<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36a061c animated-slow elementor-widget elementor-widget-heading\" data-id=\"36a061c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">D\u00e9partement:<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-778e11a elementor-widget elementor-widget-heading\" data-id=\"778e11a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.fs-umi.ac.ma\/index.php\/departement-dinformatique\/\">D\u00e9partement d'Informatique<\/a><\/h5>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ee52ce2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ee52ce2\" data-element_type=\"section\" data-e-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-397d3a6\" data-id=\"397d3a6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-099003b elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"099003b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Le programme permet aux \u00e9tudiants de :<\/p>\n<ul class=\"listes\">\n<li>Acqu\u00e9rir des outils th\u00e9oriques et pratiques en IA &amp; en RO.<\/li>\n<li>\u00catre initi\u00e9s \u00e0 la recherche scientifique.<\/li>\n<li>Se familiariser aux domaines d&#8217;application.<\/li>\n<li>Effectuer des projets de recherche pour appliquer les techniques et les m\u00e9thodes \u00e9tudi\u00e9es \u00e0 des probl\u00e8mes r\u00e9els avec une approche R&amp;D.<\/li>\n<\/ul>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-66cc8eb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"66cc8eb\" data-element_type=\"section\" data-e-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-f4683b4\" data-id=\"f4683b4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5ce5919 animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"5ce5919\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Conditions d\u2019acc\u00e8s<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3215353 elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"3215353\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d39c2b8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d39c2b8\" data-element_type=\"section\" data-e-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-4c96277\" data-id=\"4c96277\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-61c3bff elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"61c3bff\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Dipl\u00f4mes requis :<\/strong><\/p>\n<ul class=\"listes\">\n<li>Licence des \u00e9tudes fondamentales<\/li>\n<li>Tout dipl\u00f4me \u00e9quivalent<\/li>\n<\/ul>\n<p><strong>Pr\u00e9requis p\u00e9dagogiques sp\u00e9cifiques :<\/strong><\/p>\n<p>Base solide en math\u00e9matiques et en programmation informatique.<\/p>\n<p><strong> Proc\u00e9dures de s\u00e9lection :<\/strong><\/p>\n<ul class=\"listes\">\n<li>Etude du dossier: <em>(Sp\u00e9cifier les Modalit\u00e9s de s\u00e9lection : mentions, nombre d\u2019ann\u00e9es d\u2019\u00e9tudes, notes des mati\u00e8res principales etc\u2026)<\/em>\n<ul class=\"listes\">\n<li>Mention Assez Bien et plus;<\/li>\n<li>Moyenne modules Math\u00e9matiques &gt;= 12;<\/li>\n<li>Moyenne modules Informatique &gt;= 12;<\/li>\n<li>Bon niveau de langues fran\u00e7aise et anglaise.<\/li>\n<\/ul>\n<\/li>\n<li>Examen \u00e9crit<\/li>\n<li>Entretien<\/li>\n<\/ul>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9114333 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9114333\" data-element_type=\"section\" data-e-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-a3dad8b\" data-id=\"a3dad8b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2778042 animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"2778042\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Contenu de la formation<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c905169 elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"c905169\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e890017 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e890017\" data-element_type=\"section\" data-e-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-3512aa8\" data-id=\"3512aa8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0a4bf1a elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"0a4bf1a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><b>Semestre 1<\/b><\/h3>\n<table class=\"styled-table\">\n<thead>\n<tr>\n<th>Intitul\u00e9 du module<\/th>\n<th>Volume horaire<\/th>\n<th>ECTS<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Algorithmes et structures de donn\u00e9es avec Python<\/td>\n<td>50h<\/td>\n<td>4<\/td>\n<\/tr>\n<tr>\n<td>Optimisation dans les Graphes<\/td>\n<td>50h<\/td>\n<td>5<\/td>\n<\/tr>\n<tr>\n<td>RO &amp; IA pour le d\u00e9veloppement durable<\/td>\n<td>48h<\/td>\n<td>5<\/td>\n<\/tr>\n<tr>\n<td>M\u00e9thodologie de travail universitaire et de la recherche scientifique<\/td>\n<td>48h<\/td>\n<td>3<\/td>\n<\/tr>\n<tr>\n<td>Bases de l&#8217;intelligence artificielle<\/td>\n<td>50h<\/td>\n<td>5<\/td>\n<\/tr>\n<tr>\n<td>Langues \u00e9trang\u00e8res 1<\/td>\n<td>46h<\/td>\n<td>3<\/td>\n<\/tr>\n<tr>\n<td>Programmation math\u00e9matique<\/td>\n<td>48h<\/td>\n<td>5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><b><br><\/b><\/h3><h3><b>Semestre 2<\/b><\/h3>\n<table class=\"styled-table\">\n<thead>\n<tr>\n<th>Intitul\u00e9 du module<\/th>\n<th>Volume horaire<\/th>\n<th>ECTS<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Optimisation stochastique<\/td>\n<td>50h<\/td>\n<td>5<\/td>\n<\/tr>\n<tr>\n<td>Workshop scientifique &amp; industriel<\/td>\n<td>48h<\/td>\n<td>5<\/td>\n<\/tr>\n<tr>\n<td>Langues \u00e9trang\u00e8res 2<\/td>\n<td>46h<\/td>\n<td>3<\/td>\n<\/tr>\n<tr>\n<td>Syst\u00e8mes de Gestion de Contenu (CMS)<\/td>\n<td>45h<\/td>\n<td>3<\/td>\n<\/tr>\n<tr>\n<td>Machine Learning<\/td>\n<td>48h<\/td>\n<td>5<\/td>\n<\/tr>\n<tr>\n<td>Programmation non lin\u00e9aire<\/td>\n<td>48h<\/td>\n<td>5<\/td>\n<\/tr>\n<tr>\n<td>Algorithmes et programmation avanc\u00e9e avec Python<\/td>\n<td>48h<\/td>\n<td>4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><b><br><\/b><\/h3><h3><b>Semestre 3<\/b><\/h3>\n<table class=\"styled-table\">\n<tbody>\n<tr>\n<th>Intitul\u00e9 du module<\/th>\n<th>Volume horaire<\/th>\n<th>ECTS<\/th>\n<\/tr>\n<tr>\n<td>Comp\u00e9tences culturelles et artistiques<\/td>\n<td>45h<\/td>\n<td>3<\/td>\n<\/tr>\n<tr>\n<td>Programmation math\u00e9matique avanc\u00e9e<\/td>\n<td>50h<\/td>\n<td>5<\/td>\n<\/tr>\n<tr>\n<td>Cloud &amp; S\u00e9curit\u00e9 des donn\u00e9es<\/td>\n<td>48h<\/td>\n<td>4<\/td>\n<\/tr>\n<tr>\n<td>Science de la d\u00e9cision et th\u00e9orie des jeux<\/td>\n<td>50h<\/td>\n<td>5<\/td>\n<\/tr>\n<tr>\n<td>Projet R&amp;D<\/td>\n<td>48h<\/td>\n<td>5<\/td>\n<\/tr>\n<tr>\n<td>Langues \u00e9trang\u00e8res 3<\/td>\n<td>48h<\/td>\n<td>3<\/td>\n<\/tr>\n<tr>\n<td>Deep Learning<\/td>\n<td>50h<\/td>\n<td>5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><b><br><\/b><\/h3><h3><b>Semestre 4<\/b><\/h3>\n<table class=\"styled-table\">\n  <tbody>\n    <tr>\n      <th>Intitul\u00e9 du module<\/th>\n      <th>Volume horaire<\/th>\n      <th>ECTS<\/th>\n    <\/tr>\n    <tr>\n      <td>D\u00e9veloppement personnel et employabilit\u00e9<\/td>\n      <td>48h<\/td>\n      <td>3<\/td>\n    <\/tr>\n    <tr>\n      <td>Projet de fin d&#8217;\u00e9tudes (PFE)<\/td>\n      <td>250h<\/td>\n      <td>&#8211;<\/td>\n    <\/tr>\n  <\/tbody>\n<\/table>\n\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-afaaf6d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"afaaf6d\" data-element_type=\"section\" data-e-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-09d534d\" data-id=\"09d534d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e94fae9 animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"e94fae9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">D\u00e9bouch\u00e9s<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7d7e353 elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"7d7e353\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6ad4582 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6ad4582\" data-element_type=\"section\" data-e-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-d048737\" data-id=\"d048737\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-574b3dd elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"574b3dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Le dipl\u00f4me ouvre des perspectives de carri\u00e8re vari\u00e9es et dynamiques. Les dipl\u00f4m\u00e9s peuvent trouver des opportunit\u00e9s dans la recherche acad\u00e9mique, l&#8217;industrie, le consulting, les startups, le secteur public et la recherche et d\u00e9veloppement. Ces domaines offrent des d\u00e9bouch\u00e9s pour r\u00e9soudre des probl\u00e8mes complexes, am\u00e9liorer les processus et prendre des d\u00e9cisions strat\u00e9giques, que ce soit dans le cadre de la gestion des op\u00e9rations ou du d\u00e9veloppement de solutions innovantes.<\/p>\n<ul class=\"listes\">\n<li>Data Scientist.<\/li>\n<li>Analyste quantitatif.<\/li>\n<li>Analyste en apprentissage automatique.<\/li>\n<li>Consultant en analyse de donn\u00e9es.<\/li>\n<li>Analyste en optimisation des op\u00e9rations.<\/li>\n<li>Consultant en IA et RO.<\/li>\n<li>Chef de projet en technologie.<\/li>\n<li>Fondateur de startup en IA ou en RO.<\/li>\n<li>Chercheur en IA ou en RO.<\/li>\n<\/ul>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Master &#8211; Intelligence Artificielle &amp; Recherche Op\u00e9rationnelle Objectifs de la formation \u00a0Le Master\u00a0vise \u00e0 former des chercheurs et des professionnels hautement qualifi\u00e9s et capables de r\u00e9soudre des probl\u00e8mes complexes en utilisant des m\u00e9thodes analytiques avanc\u00e9es, des techniques d&#8217;Intelligence Artificielle\u00a0(IA) et des approches et m\u00e9thodes de la Recherche Op\u00e9rationnelle (RO). Responsable: Pr. EL YASSINI Khalid k.elyassini@umi.ac.ma&hellip;&nbsp;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"class_list":["post-8575","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Master - Intelligence Artificielle &amp; Recherche Op\u00e9rationnelle - Facult\u00e9 des sciences de Mekn\u00e8s<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.fs-umi.ac.ma\/index.php\/master-intelligence-artificielle-recherche-operationnelle\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Master - Intelligence Artificielle &amp; Recherche Op\u00e9rationnelle - Facult\u00e9 des sciences de Mekn\u00e8s\" \/>\n<meta property=\"og:description\" content=\"Master &#8211; Intelligence Artificielle &amp; Recherche Op\u00e9rationnelle Objectifs de la formation \u00a0Le Master\u00a0vise \u00e0 former des chercheurs et des professionnels hautement qualifi\u00e9s et capables de r\u00e9soudre des probl\u00e8mes complexes en utilisant des m\u00e9thodes analytiques avanc\u00e9es, des techniques d&#8217;Intelligence Artificielle\u00a0(IA) et des approches et m\u00e9thodes de la Recherche Op\u00e9rationnelle (RO). 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Responsable: Pr. 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