{"id":4489,"date":"2026-09-23T18:27:37","date_gmt":"2026-09-23T18:27:37","guid":{"rendered":"https:\/\/mpf-academy.ae\/programme\/machine-learning-avec-python-preparer-ses-donnees-entrainer-et-evaluer-un-modele\/"},"modified":"2026-09-24T09:45:45","modified_gmt":"2026-09-24T09:45:45","slug":"machine-learning-avec-python-preparer-ses-donnees-entrainer-et-evaluer-un-modele","status":"publish","type":"product","link":"https:\/\/mpf-academy.ae\/fr\/programme\/machine-learning-avec-python-preparer-ses-donnees-entrainer-et-evaluer-un-modele\/","title":{"rendered":"Machine Learning avec Python : pr\u00e9parer ses donn\u00e9es, entra\u00eener et \u00e9valuer un mod\u00e8le"},"content":{"rendered":"<div class=\"mpfa\" id=\"mpfa-top\">\n\n\t<nav class=\"mpfa-crumbs\" aria-label=\"Fil d\u2019Ariane\">\n\t\t<a href=\"https:\/\/mpf-academy.ae\/fr\/\">Accueil<\/a>\n\t\t<span aria-hidden=\"true\">\u203a<\/span>\n\t\t<a href=\"https:\/\/mpf-academy.ae\/fr\/programmes\/\">Programmes<\/a>\n\t\t\t\t\t<span aria-hidden=\"true\">\u203a<\/span>\n\t\t\t<a href=\"https:\/\/mpf-academy.ae\/fr\/academy\/bureautique-et-donnees\/\">Bureautique et donn\u00e9es<\/a>\n\t\t\t\t<span aria-hidden=\"true\">\u203a<\/span>\n\t\t<span class=\"mpfa-crumbs-here\">Machine Learning avec Python : pr\u00e9parer ses donn\u00e9es, entra\u00eener et \u00e9valuer un mod\u00e8le<\/span>\n\t<\/nav>\n\n\t<header class=\"mpfa-hero\">\n\t\t\n\t\t<h1 class=\"mpfa-title\">Machine Learning avec Python : pr\u00e9parer ses donn\u00e9es, entra\u00eener et \u00e9valuer un mod\u00e8le<\/h1>\n\n\t\t\t\t\t<p class=\"mpfa-lede\">Construire un premier mod\u00e8le pr\u00e9dictif de bout en bout et savoir dire s&#039;il est r\u00e9ellement fiable<\/p>\n\t\t\n\t\t<ul class=\"mpfa-facts\">\n\t\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><circle cx=\"12\" cy=\"12\" r=\"9\"\/><path d=\"M12 7v5l3 2\"\/><\/svg>1 jour \u2014 7 h<\/li>\n\t\t\t\t\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"4\" width=\"18\" height=\"12\" rx=\"2\"\/><path d=\"M8 20h8M12 16v4\"\/><\/svg>Pr\u00e9sentiel ou \u00e0 distance<\/li>\n\t\t\t\t\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M4 20V10M10 20V4M16 20v-8M22 20V7\"\/><\/svg>Perfectionnement<\/li>\n\t\t\t\t\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M16 19v-1a4 4 0 0 0-4-4H6a4 4 0 0 0-4 4v1\"\/><circle cx=\"9\" cy=\"7\" r=\"4\"\/><path d=\"M22 19v-1a4 4 0 0 0-3-3.87\"\/><\/svg>Jusqu\u2019\u00e0 6 participants<\/li>\n\t\t\t\t\t\t\t\t<\/ul>\n\t<\/header>\n\n\t<nav class=\"mpfa-anchors\" aria-label=\"Sections\">\n\t\t<div class=\"mpfa-anchors-in\">\n\t\t\t\t\t\t\t<a href=\"#mpfa-objectives\" data-target=\"mpfa-objectives\">Objectifs<\/a>\n\t\t\t\t\t\t\t<a href=\"#mpfa-programme\" data-target=\"mpfa-programme\">Programme<\/a>\n\t\t\t\t\t\t\t<a href=\"#mpfa-audience\" data-target=\"mpfa-audience\">Public concern\u00e9<\/a>\n\t\t\t\t\t\t\t<a href=\"#mpfa-sessions\" data-target=\"mpfa-sessions\">Dates et lieux<\/a>\n\t\t\t\t\t\t\t<a href=\"#mpfa-practical\" data-target=\"mpfa-practical\">Informations pratiques<\/a>\n\t\t\t\t\t<\/div>\n\t<\/nav>\n\n\t<div class=\"mpfa-grid\">\n\n\t\t<main class=\"mpfa-main\">\n\n\t\t\t\t\t\t\t<div class=\"mpfa-intro\">\n\t\t\t\t\t\t\t\t\t\t\t<p>Passer de l&#039;analyse descriptive \u00e0 la pr\u00e9diction bute souvent sur les m\u00eames obstacles : des donn\u00e9es mal pr\u00e9par\u00e9es, un mod\u00e8le entra\u00een\u00e9 et test\u00e9 sur les m\u00eames lignes, une exactitude flatteuse sur une variable cible d\u00e9s\u00e9quilibr\u00e9e et aucune id\u00e9e de ce que le mod\u00e8le a r\u00e9ellement appris. Le code fonctionne, mais la pr\u00e9diction ne tient pas en production.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t<p>Cette journ\u00e9e de sept heures d\u00e9roule la cha\u00eene compl\u00e8te sur un jeu de donn\u00e9es r\u00e9el avec Python et scikit-learn : pr\u00e9paration des variables, s\u00e9paration des \u00e9chantillons, entra\u00eenement de mod\u00e8les de classification et de r\u00e9gression, puis \u00e9valuation argument\u00e9e. Chaque participant repart avec un carnet de code r\u00e9utilisable.<\/p>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t\t<section class=\"mpfa-card mpfa-objectives\" id=\"mpfa-objectives\">\n\t\t\t\t\t<h2>Objectifs p\u00e9dagogiques<\/h2>\n\t\t\t\t\t<ul class=\"mpfa-ticks\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"m20 6-11 11-5-5\"\/><\/svg><span>Pr\u00e9parer un jeu de donn\u00e9es pour l&#039;apprentissage supervis\u00e9<\/span><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"m20 6-11 11-5-5\"\/><\/svg><span>S\u00e9parer les \u00e9chantillons d&#039;entra\u00eenement et de test et justifier ce d\u00e9coupage<\/span><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"m20 6-11 11-5-5\"\/><\/svg><span>Entra\u00eener un mod\u00e8le de classification et un mod\u00e8le de r\u00e9gression avec scikit-learn<\/span><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"m20 6-11 11-5-5\"\/><\/svg><span>Choisir les m\u00e9triques d&#039;\u00e9valuation adapt\u00e9es au probl\u00e8me trait\u00e9<\/span><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"m20 6-11 11-5-5\"\/><\/svg><span>Diagnostiquer le sur-apprentissage et ajuster les param\u00e8tres du mod\u00e8le<\/span><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"m20 6-11 11-5-5\"\/><\/svg><span>Pr\u00e9senter les r\u00e9sultats et les limites du mod\u00e8le \u00e0 un interlocuteur non technique<\/span><\/li>\n\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t<\/section>\n\t\t\t\n\t\t\t\t\t\t\t<section class=\"mpfa-strengths\">\n\t\t\t\t\t<h2>Les points forts<\/h2>\n\t\t\t\t\t<div class=\"mpfa-strength-grid\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mpfa-strength\">Un jeu de donn\u00e9es r\u00e9el sert de fil conducteur toute la journ\u00e9e, de la pr\u00e9paration \u00e0 l&#039;\u00e9valuation<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mpfa-strength\">Le pi\u00e8ge de l&#039;exactitude sur donn\u00e9es d\u00e9s\u00e9quilibr\u00e9es est d\u00e9montr\u00e9 en direct dans le code<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mpfa-strength\">Chaque participant repart avec un carnet Python comment\u00e9 qu&#039;il peut adapter \u00e0 ses propres donn\u00e9es<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/section>\n\t\t\t\n\t\t\t\t\t\t\t<section class=\"mpfa-programme\" id=\"mpfa-programme\">\n\t\t\t\t\t<h2>Programme<\/h2>\n\t\t\t\t\t\t\t\t\t\t\t<article class=\"mpfa-module\">\n\t\t\t\t\t\t\t<h3><span class=\"mpfa-num\">1<\/span>Pr\u00e9paration des donn\u00e9es et cadrage du probl\u00e8me<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"mpfa-sub\">Le mod\u00e8le ne rattrape jamais des donn\u00e9es mal pr\u00e9par\u00e9es<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<ul class=\"mpfa-bullets\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Formuler le probl\u00e8me en classification ou en r\u00e9gression<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Traiter les valeurs manquantes et les valeurs aberrantes<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Encoder les variables cat\u00e9gorielles et mettre les variables num\u00e9riques \u00e0 l&#039;\u00e9chelle<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>S\u00e9parer entra\u00eenement et test sans fuite d&#039;information<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Constituer une base de r\u00e9f\u00e9rence simple servant de point de comparaison<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<aside class=\"mpfa-note mpfa-note--navy\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"mpfa-note-kind\">Atelier<\/span>\n\t\t\t\t\t\t\t\t\t\t<p>Les participants pr\u00e9parent un jeu de donn\u00e9es brut jusqu&#039;\u00e0 obtenir une matrice pr\u00eate pour l&#039;apprentissage.<\/p>\n\t\t\t\t\t\t\t\t\t<\/aside>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t<article class=\"mpfa-module\">\n\t\t\t\t\t\t\t<h3><span class=\"mpfa-num\">2<\/span>Entra\u00eenement des premiers mod\u00e8les<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"mpfa-sub\">Des algorithmes simples avant les mod\u00e8les complexes<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<ul class=\"mpfa-bullets\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Entra\u00eener une r\u00e9gression lin\u00e9aire et une r\u00e9gression logistique<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Utiliser un arbre de d\u00e9cision et une for\u00eat al\u00e9atoire<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Comprendre l&#039;effet des principaux hyperparam\u00e8tres<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Structurer le traitement dans un encha\u00eenement reproductible<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Comparer les mod\u00e8les sur un m\u00eame d\u00e9coupage<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<aside class=\"mpfa-note mpfa-note--navy\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"mpfa-note-kind\">Cas pratique<\/span>\n\t\t\t\t\t\t\t\t\t\t<p>Entra\u00eenement de trois mod\u00e8les sur le m\u00eame jeu de donn\u00e9es, puis comparaison de leurs performances sur l&#039;\u00e9chantillon de test.<\/p>\n\t\t\t\t\t\t\t\t\t<\/aside>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t<article class=\"mpfa-module\">\n\t\t\t\t\t\t\t<h3><span class=\"mpfa-num\">3<\/span>\u00c9valuation, diagnostic et restitution<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"mpfa-sub\">Savoir ce que vaut r\u00e9ellement sa pr\u00e9diction<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<ul class=\"mpfa-bullets\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Choisir entre exactitude, pr\u00e9cision, rappel et erreur quadratique selon l&#039;objectif<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Lire une matrice de confusion et une courbe de performance<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Utiliser la validation crois\u00e9e pour stabiliser l&#039;\u00e9valuation<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Rep\u00e9rer le sur-apprentissage et y rem\u00e9dier<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>Expliquer les variables influentes et les limites du mod\u00e8le<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<aside class=\"mpfa-note mpfa-note--navy\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"mpfa-note-kind\">Mise en situation<\/span>\n\t\t\t\t\t\t\t\t\t\t<p>Chaque participant pr\u00e9sente son mod\u00e8le en cinq minutes \u00e0 un commanditaire qui conteste la fiabilit\u00e9 des pr\u00e9dictions.<\/p>\n\t\t\t\t\t\t\t\t\t<\/aside>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/section>\n\t\t\t\n\t\t\t\t\t\t\t<section class=\"mpfa-two\" id=\"mpfa-audience\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"mpfa-card\">\n\t\t\t\t\t\t\t<h2>Public concern\u00e9<\/h2>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Analystes de donn\u00e9es, statisticiens, d\u00e9veloppeurs et contr\u00f4leurs de gestion souhaitant construire leurs premiers mod\u00e8les pr\u00e9dictifs.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mpfa-card\">\n\t\t\t\t\t\t\t<h2>Pr\u00e9requis<\/h2>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Savoir \u00e9crire un script Python et manipuler un tableau de donn\u00e9es avec pandas<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/section>\n\t\t\t\n\t\t\t<section class=\"mpfa-sessions\" id=\"mpfa-sessions\"\n\tdata-limit=\"6\"\n\tdata-more=\"Voir les %s dates\"\n\tdata-less=\"Afficher moins de dates\"\n\tdata-empty=\"Aucune date programm\u00e9e sur ce lieu pour le moment. Dites-nous ce qui vous conviendrait et nous en ouvrirons une.\">\n\t<h2>Dates et lieux<\/h2>\n\n\t<p class=\"mpfa-sessions-lead\">\n\t\t36 dates programm\u00e9es entre novembre 2026 et d\u00e9cembre 2027.\t\tLes places sont confirm\u00e9es par ordre d\u2019arriv\u00e9e des demandes.\t<\/p>\n\n\t\t\t<div class=\"mpfa-filters\" role=\"group\" aria-label=\"Filtrer les dates par lieu\">\n\t\t\t<button type=\"button\" class=\"mpfa-chip is-on\" data-city=\"\">Tous les lieux<\/button>\n\t\t\t\t\t\t\t<button type=\"button\" class=\"mpfa-chip\" data-city=\"Abu Dhabi\">Abu Dhabi<\/button>\n\t\t\t\t\t\t\t<button type=\"button\" class=\"mpfa-chip\" data-city=\"Dubai\">Duba\u00ef<\/button>\n\t\t\t\t\t\t\t<button type=\"button\" class=\"mpfa-chip\" data-city=\"Online\">\u00c0 distance<\/button>\n\t\t\t\t\t<\/div>\n\t\n\t<div class=\"mpfa-sessions-list\">\n\t\t\t\t\t<div class=\"mpfa-month\" data-month=\"2026-11\">\n\t\t\t\t<h3 class=\"mpfa-month-title\">novembre 2026<\/h3>\n\t\t\t\t<ul class=\"mpfa-rows\">\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Dubai\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>3 novembre 2026<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Duba\u00ef<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2026-11-03#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Online\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>3 novembre 2026<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>\u00c0 distance<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Classe virtuelle<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2026-11-03#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Abu Dhabi\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>17 novembre 2026<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Abu Dhabi<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2026-11-17#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mpfa-month\" data-month=\"2026-12\">\n\t\t\t\t<h3 class=\"mpfa-month-title\">d\u00e9cembre 2026<\/h3>\n\t\t\t\t<ul class=\"mpfa-rows\">\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Abu Dhabi\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>7 d\u00e9cembre 2026<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Abu Dhabi<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2026-12-07#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Dubai\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>21 d\u00e9cembre 2026<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Duba\u00ef<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2026-12-21#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Online\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>21 d\u00e9cembre 2026<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>\u00c0 distance<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Classe virtuelle<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2026-12-21#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mpfa-month\" data-month=\"2027-01\">\n\t\t\t\t<h3 class=\"mpfa-month-title\">janvier 2027<\/h3>\n\t\t\t\t<ul class=\"mpfa-rows\">\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Abu Dhabi\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>4 janvier 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Abu Dhabi<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-01-04#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Dubai\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>18 janvier 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Duba\u00ef<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-01-18#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Online\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>18 janvier 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>\u00c0 distance<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Classe virtuelle<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-01-18#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mpfa-month\" data-month=\"2027-02\">\n\t\t\t\t<h3 class=\"mpfa-month-title\">f\u00e9vrier 2027<\/h3>\n\t\t\t\t<ul class=\"mpfa-rows\">\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Dubai\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>1 f\u00e9vrier 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Duba\u00ef<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-02-01#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Online\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>1 f\u00e9vrier 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>\u00c0 distance<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Classe virtuelle<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-02-01#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Abu Dhabi\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>3 f\u00e9vrier 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Abu Dhabi<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-02-03#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mpfa-month\" data-month=\"2027-03\">\n\t\t\t\t<h3 class=\"mpfa-month-title\">mars 2027<\/h3>\n\t\t\t\t<ul class=\"mpfa-rows\">\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Abu Dhabi\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>22 mars 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Abu Dhabi<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-03-22#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Dubai\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>30 mars 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Duba\u00ef<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-03-30#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Online\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>30 mars 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>\u00c0 distance<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Classe virtuelle<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-03-30#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mpfa-month\" data-month=\"2027-04\">\n\t\t\t\t<h3 class=\"mpfa-month-title\">avril 2027<\/h3>\n\t\t\t\t<ul class=\"mpfa-rows\">\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Dubai\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>5 avril 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Duba\u00ef<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-04-05#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Online\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>5 avril 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>\u00c0 distance<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Classe virtuelle<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-04-05#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Abu Dhabi\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>19 avril 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Abu Dhabi<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-04-19#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mpfa-month\" data-month=\"2027-05\">\n\t\t\t\t<h3 class=\"mpfa-month-title\">mai 2027<\/h3>\n\t\t\t\t<ul class=\"mpfa-rows\">\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Dubai\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>4 mai 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Duba\u00ef<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-05-04#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Online\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>4 mai 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>\u00c0 distance<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Classe virtuelle<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-05-04#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Abu Dhabi\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>13 mai 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Abu Dhabi<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-05-13#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mpfa-month\" data-month=\"2027-06\">\n\t\t\t\t<h3 class=\"mpfa-month-title\">juin 2027<\/h3>\n\t\t\t\t<ul class=\"mpfa-rows\">\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Dubai\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>2 juin 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Duba\u00ef<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-06-02#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Online\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>2 juin 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>\u00c0 distance<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Classe virtuelle<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-06-02#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Abu Dhabi\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>17 juin 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Abu Dhabi<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-06-17#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mpfa-month\" data-month=\"2027-09\">\n\t\t\t\t<h3 class=\"mpfa-month-title\">septembre 2027<\/h3>\n\t\t\t\t<ul class=\"mpfa-rows\">\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Abu Dhabi\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>14 septembre 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Abu Dhabi<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-09-14#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Dubai\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>29 septembre 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Duba\u00ef<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-09-29#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Online\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>29 septembre 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>\u00c0 distance<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Classe virtuelle<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-09-29#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mpfa-month\" data-month=\"2027-10\">\n\t\t\t\t<h3 class=\"mpfa-month-title\">octobre 2027<\/h3>\n\t\t\t\t<ul class=\"mpfa-rows\">\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Abu Dhabi\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>4 octobre 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Abu Dhabi<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-10-04#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Dubai\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>18 octobre 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Duba\u00ef<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-10-18#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Online\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>18 octobre 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>\u00c0 distance<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Classe virtuelle<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-10-18#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mpfa-month\" data-month=\"2027-11\">\n\t\t\t\t<h3 class=\"mpfa-month-title\">novembre 2027<\/h3>\n\t\t\t\t<ul class=\"mpfa-rows\">\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Abu Dhabi\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>11 novembre 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Abu Dhabi<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-11-11#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Dubai\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>29 novembre 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Duba\u00ef<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-11-29#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Online\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>29 novembre 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>\u00c0 distance<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Classe virtuelle<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-11-29#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mpfa-month\" data-month=\"2027-12\">\n\t\t\t\t<h3 class=\"mpfa-month-title\">d\u00e9cembre 2027<\/h3>\n\t\t\t\t<ul class=\"mpfa-rows\">\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Abu Dhabi\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>6 d\u00e9cembre 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Abu Dhabi<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-12-06#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Dubai\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>20 d\u00e9cembre 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>Duba\u00ef<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Pr\u00e9sentiel<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-12-20#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"mpfa-row\" data-city=\"Online\">\n\t\t\t\t\t\t\t<p class=\"mpfa-row-when\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t\t<strong>20 d\u00e9cembre 2027<\/strong>\n\t\t\t\t\t\t\t\t<small>1 jour<\/small>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-where\">\n\t\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>\t\t\t\t\t\t\t\t<span>\u00c0 distance<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<em>Classe virtuelle<\/em>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"mpfa-row-go\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost mpfa-btn--sm\" href=\"\/?ref=MPF-DAT-0014&#038;date=2027-12-20#contact\">Demander cette date<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t<p class=\"mpfa-sessions-note\">Aucune de ces dates ne vous convient ? Nous ouvrons des sessions suppl\u00e9mentaires sur demande, et chaque programme peut \u00eatre organis\u00e9 pour votre seule \u00e9quipe.<\/p>\n<\/section>\n\n\t\t\t<section class=\"mpfa-practical\" id=\"mpfa-practical\">\n\t\t\t\t<h2>Informations pratiques<\/h2>\n\t\t\t\t<dl class=\"mpfa-dl\">\n\t\t\t\t\t\t\t\t\t\t\t<dt>Avant la formation<\/dt>\n\t\t\t\t\t\t<dd>Questionnaire de positionnement en ligne. Vos objectifs de progr\u00e8s sont transmis au formateur, qui adapte les cas pratiques \u00e0 votre contexte.<\/dd>\n\t\t\t\t\t\t\t\t\t\t\t<dt>M\u00e9thodes p\u00e9dagogiques<\/dt>\n\t\t\t\t\t\t<dd>Apports th\u00e9oriques, ateliers et cas pratiques. Support de cours num\u00e9rique et fiches m\u00e9thodes fournis.<\/dd>\n\t\t\t\t\t\t\t\t\t\t\t<dt>\u00c9valuation<\/dt>\n\t\t\t\t\t\t<dd>QCM et mises en situation. \u00c9valuation des acquis en d\u00e9but et en fin de parcours, \u00e9valuation \u00e0 chaud et \u00e0 froid \u00e0 60 jours.<\/dd>\n\t\t\t\t\t\t\t\t\t\t\t<dt>Apr\u00e8s la formation<\/dt>\n\t\t\t\t\t\t<dd>1 an d&#039;acc\u00e8s \u00e0 l&#039;espace e-learning. Auto-\u00e9valuation des comp\u00e9tences acquises et point de suivi \u00e0 30 jours avec votre formateur.<\/dd>\n\t\t\t\t\t\t\t\t\t\t\t<dt>Modalit\u00e9s d\u2019inscription<\/dt>\n\t\t\t\t\t\t<dd>Inscription en ligne ou sur devis.<\/dd>\n\t\t\t\t\t\t\t\t\t\t\t<dt>D\u00e9lai d\u2019acc\u00e8s<\/dt>\n\t\t\t\t\t\t<dd>11 jours ouvr\u00e9s apr\u00e8s confirmation de l&#039;inscription.<\/dd>\n\t\t\t\t\t\t\t\t\t\t\t<dt>Accessibilit\u00e9<\/dt>\n\t\t\t\t\t\t<dd>Nos formations sont accessibles aux personnes en situation de handicap. Contactez notre \u00e9quipe accessibilit\u00e9 pour d\u00e9finir ensemble une solution adapt\u00e9e : contact@mpf-academy.ae<\/dd>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<dt>Dates de d\u00e9marrage<\/dt>\n\t\t\t\t\t\t<dd>Entr\u00e9es permanentes : en plus des sessions programm\u00e9es, cette formation peut d\u00e9marrer sur demande.<\/dd>\n\t\t\t\t\t\t\t\t\t<\/dl>\n\t\t\t<\/section>\n\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t<\/main>\n\n\t\t<aside class=\"mpfa-side\">\n\t\t\t<div class=\"mpfa-box\">\n\t\t\t\t<div class=\"mpfa-tabs\" role=\"tablist\">\n\t\t\t\t\t<button type=\"button\" role=\"tab\" class=\"is-on\" data-tab=\"group\">Intra-entreprise<\/button>\n\t\t\t\t\t<button type=\"button\" role=\"tab\" data-tab=\"open\">Inter-entreprises<\/button>\n\t\t\t\t\t<button type=\"button\" role=\"tab\" data-tab=\"custom\">Sur mesure<\/button>\n\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<p class=\"mpfa-ref\">R\u00e9f. MPF-DAT-0014<\/p>\n\t\t\t\t\n\t\t\t\t<div class=\"mpfa-pane is-on\" data-pane=\"group\">\n\t\t\t\t\t<p>Vous souhaitez former plusieurs collaborateurs sur ce programme, dans vos locaux \u00e0 Duba\u00ef ou Abu Dhabi, ou en classe virtuelle ? La session est r\u00e9serv\u00e9e \u00e0 votre \u00e9quipe, aux dates de votre choix.<\/p>\n\t\t\t\t\t<ul class=\"mpfa-meta\">\n\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M16 19v-1a4 4 0 0 0-4-4H6a4 4 0 0 0-4 4v1\"\/><circle cx=\"9\" cy=\"7\" r=\"4\"\/><path d=\"M22 19v-1a4 4 0 0 0-3-3.87\"\/><\/svg>Jusqu\u2019\u00e0 10 collaborateurs<\/li>\n\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 10c0 6-8 12-8 12s-8-6-8-12a8 8 0 1 1 16 0Z\"\/><circle cx=\"12\" cy=\"10\" r=\"3\"\/><\/svg>Dans vos locaux ou \u00e0 distance<\/li>\n\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>Dates convenues avec vous<\/li>\n\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t\t\t\t\t<p class=\"mpfa-amount\"><span class=\"woocommerce-Price-amount amount\">8 400&nbsp;<span class=\"woocommerce-Price-currencySymbol\">&#x62f;.&#x625;<\/span><\/span><small class=\"mpfa-amount-note\">HT \/ groupe<\/small><\/p>\n\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--solid\" href=\"\/#contact\">Demander un devis groupe<\/a>\n\t\t\t\t<\/div>\n\n\t\t\t\t<div class=\"mpfa-pane\" data-pane=\"open\">\n\t\t\t\t\t<p>Rejoignez une session programm\u00e9e avec des participants d\u2019autres organisations.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t<p class=\"mpfa-next\">\n\t\t\t\t\t\t\t<svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"16\" rx=\"2\"\/><path d=\"M16 3v4M8 3v4M3 11h18\"\/><\/svg>\t\t\t\t\t\t\t<span>\n\t\t\t\t\t\t\t\t<small>Prochaine session<\/small>\n\t\t\t\t\t\t\t\t<strong>3 novembre 2026<\/strong>\n\t\t\t\t\t\t\t\t<em>Duba\u00ef<\/em>\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t\t\t\t<ul class=\"mpfa-meta\">\n\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M16 19v-1a4 4 0 0 0-4-4H6a4 4 0 0 0-4 4v1\"\/><circle cx=\"9\" cy=\"7\" r=\"4\"\/><path d=\"M22 19v-1a4 4 0 0 0-3-3.87\"\/><\/svg>Jusqu\u2019\u00e0 6 participants<\/li>\n\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"3\" y=\"4\" width=\"18\" height=\"12\" rx=\"2\"\/><path d=\"M8 20h8M12 16v4\"\/><\/svg>Pr\u00e9sentiel ou \u00e0 distance<\/li>\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t\t\t\t\t<p class=\"mpfa-amount\"><span class=\"woocommerce-Price-amount amount\">5 800&nbsp;<span class=\"woocommerce-Price-currencySymbol\">&#x62f;.&#x625;<\/span><\/span><small class=\"mpfa-amount-note\">HT \/ participant<\/small><\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<ul class=\"mpfa-discounts\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"M20 12 12 20l-8-8V4h8Z\"\/><circle cx=\"8\" cy=\"8\" r=\"1.4\"\/><\/svg>\u221210 % d\u00e8s 2 participants, \u221215 % d\u00e8s 3, \u221220 % \u00e0 partir de 4 inscrits sur la m\u00eame session.<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--solid\" href=\"#mpfa-sessions\">Voir les 36 dates disponibles<\/a>\n\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t<div class=\"mpfa-pane\" data-pane=\"custom\">\n\t\t\t\t\t<p>Ce programme peut servir de base \u00e0 une formation enti\u00e8rement adapt\u00e9e \u00e0 vos enjeux, vos outils et vos processus internes.<\/p>\n\t\t\t\t\t<a class=\"mpfa-btn mpfa-btn--solid\" href=\"\/#contact\">Concevoir un programme sur mesure<\/a>\n\t\t\t\t<\/div>\n\n\t\t\t\t<a class=\"mpfa-btn mpfa-btn--ghost\" href=\"\/#contact\">Parler \u00e0 un conseiller<\/a>\n\n\t\t\t\t<ul class=\"mpfa-reassure\">\n\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><path d=\"m20 6-11 11-5-5\"\/><\/svg>R\u00e9ponse \u00e0 votre demande sous 24 heures<\/li>\n\t\t\t\t\t<li><svg class=\"mpfa-i\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.7\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><circle cx=\"12\" cy=\"4\" r=\"2\"\/><path d=\"M5 8h14M12 8v6m0 0-3 6m3-6 3 6\"\/><\/svg>Accessible aux personnes en situation de handicap<\/li>\n\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t<\/aside>\n\n\t<\/div>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>Construire un premier mod\u00e8le pr\u00e9dictif de bout en bout et savoir dire s&rsquo;il est r\u00e9ellement fiable<\/p>\n","protected":false},"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":{"_acf_changed":false},"academy":[87],"course_language":[97],"modality":[94,93],"product_brand":[],"product_cat":[15],"product_tag":[],"class_list":["post-4489","product","type-product","status-publish","academy-bureautique-et-donnees","course_language-anglais","modality-classe-virtuelle","modality-presentiel","product_cat-non-classe","first","instock","virtual","product-type-simple"],"acf":{"etiquette":false,"niveau":"Intermediate","modalite":"In-person or 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Le code fonctionne, mais la pr\u00e9diction ne tient pas en production.\n\nCette journ\u00e9e de sept heures d\u00e9roule la cha\u00eene compl\u00e8te sur un jeu de donn\u00e9es r\u00e9el avec Python et scikit-learn : pr\u00e9paration des variables, s\u00e9paration des \u00e9chantillons, entra\u00eenement de mod\u00e8les de classification et de r\u00e9gression, puis \u00e9valuation argument\u00e9e. 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