{"id":79933,"date":"2020-06-29T13:00:00","date_gmt":"2020-06-29T12:00:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=79933"},"modified":"2024-04-18T08:20:43","modified_gmt":"2024-04-18T08:20:43","slug":"formation-azure-machine-learning","status":"publish","type":"post","link":"https:\/\/datascientest.com\/formation-azure-machine-learning","title":{"rendered":"Formation Azure Machine Learning"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"79933\" class=\"elementor elementor-79933\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-22e71e9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"22e71e9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-461a58d\" data-id=\"461a58d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8472347 elementor-widget elementor-widget-heading\" data-id=\"8472347\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Azure Machine Learning est un service Web pour la cr\u00e9ation et le d\u00e9ploiement de mod\u00e8les d\u2019apprentissage automatique ou Machine Learning (ML) \u00e0 destination des \u00e9quipes de science des donn\u00e9es. Il permet de cr\u00e9er, tester, g\u00e9rer, d\u00e9ployer ou surveiller ces mod\u00e8les dans un environnement cloud \u00e9volutif afin de pouvoir faire de l\u2019analyse de donn\u00e9es du Big Data \u00e0 des fins d\u2019analyse pr\u00e9dictive.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3f764be elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3f764be\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8cd50d0\" data-id=\"8cd50d0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f7b65bb elementor-widget elementor-widget-heading\" data-id=\"f7b65bb\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Objectifs d'une formation Microsoft Azure Machine Learning<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2438232 elementor-widget elementor-widget-text-editor\" data-id=\"2438232\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"font-weight: 400;\">Lorsqu\u2019il faut cr\u00e9er, former et d\u00e9ployer des mod\u00e8les de Machine Learning, les outils utilis\u00e9s sont g\u00e9n\u00e9ralement :<\/span><\/p><ul><li><a href=\"https:\/\/azure.microsoft.com\/fr-fr\/services\/machine-learning\/\">Azure Machine Learning Studio<\/a><b> :<\/b><span style=\"font-weight: 400;\"> il s\u2019agit d\u2019un espace de travail o\u00f9 vous cr\u00e9ez, g\u00e9n\u00e9rez, entra\u00eenez les mod\u00e8les d\u2019apprentissage automatique.<\/span><\/li><li><a href=\"https:\/\/docs.microsoft.com\/fr-fr\/azure\/machine-learning\/how-to-setup-vs-code\">Azure Machine Learning pour Visual Studio Code Extension<\/a><b> :<\/b><span style=\"font-weight: 400;\"> il s\u2019agit d\u2019une extension gratuite qui permet de g\u00e9rer les ressources, les workflows de formation de mod\u00e8les et les d\u00e9ploiements dans Visual Studio Code<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1f1f6c elementor-widget elementor-widget-text-editor\" data-id=\"f1f1f6c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Durant les travaux pratiques, une formation Azure<\/span> Machine Learning vise entre autres \u00e0 ce que l\u2019\u00e9tudiant puisse :<\/p><ul><li><span style=\"font-weight: 400;\">Prendre en main de l\u2019interface de ce service Azure d\u2019apprentissage automatique<\/span><\/li><li><span style=\"font-weight: 400;\">Savoir choisir parmi les variables d\u2019algorithmes ainsi que les algorithmes \u00e9quivalents par rapport \u00e0 la probl\u00e9matique se pr\u00e9sentant<\/span><\/li><li><span style=\"font-weight: 400;\">Ma\u00eetriser les langages de programmation commun\u00e9ment utilis\u00e9s pour optimiser Azure Machine Learning (R et Python)<\/span><\/li><li><span style=\"font-weight: 400;\">Gagner en exp\u00e9rience en mati\u00e8re de service Web d\u00e9di\u00e9 \u00e0 l\u2019apprentissage automatique<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-391f300 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"391f300\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"\/formation-microsoft-azure\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">D\u00e9couvrir notre formation Azure<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\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-813aaa1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"813aaa1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7a65d3f\" data-id=\"7a65d3f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-05ad89f elementor-widget elementor-widget-heading\" data-id=\"05ad89f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Conditions pr\u00e9alables pour se former \u00e0 Azure Machine Learning <\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9035ddd elementor-widget elementor-widget-text-editor\" data-id=\"9035ddd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400; color: #000000;\">Avant de commencer une formation Azure Machine Learning, il est important d\u2019avoir quelques bases :<\/span><\/p><ul><li><span style=\"font-weight: 400; color: #000000;\">Une compr\u00e9hension des concepts de Machine Learning<\/span><\/li><li><span style=\"font-weight: 400; color: #000000;\">Une connaissance des concepts du Cloud Computing<\/span><\/li><li><span style=\"font-weight: 400; color: #000000;\">Une compr\u00e9hension g\u00e9n\u00e9rale des conteneurs et de l\u2019orchestration<\/span><\/li><li><span style=\"font-weight: 400; color: #000000;\">Une exp\u00e9rience en programmation sur Python ou R<\/span><\/li><li><span style=\"font-weight: 400; color: #000000;\">Une exp\u00e9rience de travail avec une ligne de commande<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-991923e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"991923e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e2dbbce\" data-id=\"e2dbbce\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c869516 elementor-widget elementor-widget-heading\" data-id=\"c869516\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Principales cibles d\u2019une formation Azure Machine Learning<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bc5bec elementor-widget elementor-widget-text-editor\" data-id=\"4bc5bec\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Une formation Azure Machine Learning est destin\u00e9e aux ing\u00e9nieurs qui souhaitent utiliser la plateforme \u00ab\u2009drag-and-drop\u2009\u00bb de Microsoft Azure pour d\u00e9ployer des charges de travail d\u2019apprentissage automatique sans avoir \u00e0 acheter de logiciels et de mat\u00e9riel et sans avoir \u00e0 se soucier de la maintenance et du d\u00e9ploiement. En d\u2019autres termes, elle est destin\u00e9e aux :<\/span><\/p><ul><li><a href=\"https:\/\/datascientest.com\/formation-data-scientist\">Data Scientists<\/a><\/li><li><a href=\"https:\/\/datascientest.com\/formation-data-engineer\">Data<\/a><a href=\"https:\/\/datascientest.com\/formation-data-engineer\"> Engineers<\/a><\/li><li><span style=\"font-weight: 400;\"><a href=\"https:\/\/datascientest.com\/formation-devops\">DevOps Engineers<\/a> int\u00e9ress\u00e9s par le d\u00e9ploiement de mod\u00e8les d\u2019apprentissage automatique<\/span><\/li><li><span style=\"font-weight: 400;\"><a href=\"https:\/\/datascientest.com\/formation-machine-learning-engineer\">Machine Learning Engineers<\/a>int\u00e9ress\u00e9s par le d\u00e9ploiement de mod\u00e8les d\u2019apprentissage automatique<\/span><\/li><li><span style=\"font-weight: 400;\">Software Engineers souhaitant automatiser l\u2019int\u00e9gration et le d\u00e9ploiement de fonctionnalit\u00e9s de Machine Learning avec leur application<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2030770 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2030770\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-51a75d1\" data-id=\"51a75d1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b3a8c58 elementor-widget elementor-widget-heading\" data-id=\"b3a8c58\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Contenu d\u2019une formation Azure Machine Learning<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b35fc0a elementor-widget elementor-widget-text-editor\" data-id=\"b35fc0a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400; color: #000000;\">Une formation Azure Machine Learning consiste principalement \u00e0 assurer la prise en main du flux de travail sur ce service cloud. Par cons\u00e9quent, tout comme l\u2019ex\u00e9cution d\u2019un workflow du service Azure Machine Learning, elle comprend trois \u00e9tapes :<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76bb2a2 elementor-widget elementor-widget-heading\" data-id=\"76bb2a2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">1. Pr\u00e9paration des donn\u00e9es<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df9d8ef elementor-widget elementor-widget-text-editor\" data-id=\"df9d8ef\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400; color: #000000;\">Il s\u2019agit de la premi\u00e8re \u00e9tape de la cr\u00e9ation d\u2019un mod\u00e8le d\u2019apprentissage automatique qui comprend la collecte et le traitement des donn\u00e9es depuis un Datastore et un Datasets.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">Voici quelques exemples de services de stockage Azure pris en charge qui peuvent \u00eatre enregistr\u00e9s en tant que banques de donn\u00e9es :<\/span><\/p><ul><li><span style=\"font-weight: 400; color: #000000;\">Azure Data Lake<\/span><\/li><li><span style=\"font-weight: 400; color: #000000;\">Azure SQL Database<\/span><\/li><li><span style=\"font-weight: 400; color: #000000;\">Databricks File System<\/span><\/li><li><span style=\"font-weight: 400; color: #000000;\">Azure Blob Storage<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df5ee0b elementor-widget elementor-widget-heading\" data-id=\"df5ee0b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">2. Exp\u00e9rimentation<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fcffd15 elementor-widget elementor-widget-text-editor\" data-id=\"fcffd15\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400; color: #000000;\">Une fois les donn\u00e9es enregistr\u00e9es et stock\u00e9es dans l\u2019ensemble de donn\u00e9es, l\u2019\u00e9tape suivante consiste \u00e0 cr\u00e9er, entra\u00eener et tester le mod\u00e8le.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">Le mod\u00e8le est un morceau de code qui prend des entr\u00e9es et produit des sorties pour lesdites entr\u00e9es. Le d\u00e9veloppement d\u2019un mod\u00e8le ML n\u00e9cessite de s\u00e9lectionner un algorithme, de disposer de donn\u00e9es et de r\u00e9gler les hyperparam\u00e8tres. La formation comprend un processus it\u00e9ratif qui fournit un mod\u00e8le form\u00e9 h\u00e9ritant de ce qu\u2019il a appris lors du processus de formation. Le mod\u00e8le est obtenu en l\u2019ex\u00e9cutant dans Azure Machine Learning.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">Bien \u00e9videmment, il faut \u00e9galement une ressource de calcul o\u00f9 il faut ex\u00e9cuter le script de formation. Azure Machine Learning a l\u2019avantage de permettre de faire l\u2019apprentissage automatique d\u2019un mod\u00e8le sur diff\u00e9rentes cibles de calcul :<\/span><\/p><ul><li><span style=\"font-weight: 400; color: #000000;\">Local Compute : contexte de calcul o\u00f9 s\u2019ex\u00e9cute le code de soumission des exp\u00e9riences.<\/span><\/li><li><span style=\"font-weight: 400; color: #000000;\">Compute Cluster : cluster virtuel g\u00e9r\u00e9 par Azure Machine Learning.<\/span><\/li><li><span style=\"font-weight: 400; color: #000000;\">Inference Cluster : cible de d\u00e9ploiement bas\u00e9e sur des conteneurs.<\/span><\/li><li><span style=\"font-weight: 400; color: #000000;\">Attached Compute : <a href=\"https:\/\/datascientest.com\/azure-databricks\">Azure Databricks<\/a>, Azure Data Analytics, etc.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4815841 elementor-widget elementor-widget-heading\" data-id=\"4815841\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">3. D\u00e9ploiement<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bcfe111 elementor-widget elementor-widget-text-editor\" data-id=\"bcfe111\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400; color: #000000;\">Une fois le mod\u00e8le form\u00e9 et test\u00e9, il est stock\u00e9 dans le registre de mod\u00e8les, puis d\u00e9ploy\u00e9 dans un service Web ou des modules IoT. Le mod\u00e8le enregistr\u00e9 est d\u00e9ploy\u00e9 en tant que point de terminaison du service. Il instancie l\u2019image dans un service Web qui est ensuite h\u00e9berg\u00e9 sur le cloud ou dans un module IoT pour l\u2019utiliser dans un d\u00e9ploiement de dispositifs int\u00e9gr\u00e9s.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">\u00c0 la fin de la formation, les \u00e9tudiants seront ainsi capables de :<\/span><\/p><ul><li><span style=\"font-weight: 400; color: #000000;\">\u00c9crire des mod\u00e8les de Machine Learning tr\u00e8s pr\u00e9cis \u00e0 l\u2019aide d\u2019outils de programmation Python ou R\u2009;<\/span><\/li><li><span style=\"font-weight: 400; color: #000000;\">Tirer parti des ensembles de donn\u00e9es et des algorithmes disponibles sur Azure ML pour former et suivre les mod\u00e8les de Machine Learning et de Deep Learning<\/span><\/li><li><span style=\"font-weight: 400; color: #000000;\">Utiliser l\u2019espace de travail interactif Azure Machine Learning pour d\u00e9velopper en collaboration des mod\u00e8les d\u2019apprentissage automatique<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eaa051b elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"eaa051b\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"\/formation-microsoft-azure\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Commencer notre formation Azure<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Azure Machine Learning est un service Web pour la cr\u00e9ation et le d\u00e9ploiement de mod\u00e8les d\u2019apprentissage automatique ou Machine Learning (ML) \u00e0 destination des \u00e9quipes de science des donn\u00e9es. Il permet de cr\u00e9er, tester, g\u00e9rer, d\u00e9ployer ou surveiller ces mod\u00e8les dans un environnement cloud \u00e9volutif afin de pouvoir faire de l\u2019analyse de donn\u00e9es du Big [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":238166,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[1417],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Formation Azure Machine Learning<\/title>\n<meta name=\"description\" content=\"Azure Machine Learning est un service Web pour la cr\u00e9ation et le d\u00e9ploiement de mod\u00e8les d\u2019apprentissage automatique ou Machine Learning (ML) \u00e0 destination des \u00e9quipes de science des donn\u00e9es. Il permet de cr\u00e9er, tester, g\u00e9rer, d\u00e9ployer ou surveiller ces mod\u00e8les dans un environnement cloud \u00e9volutif afin de pouvoir faire de l\u2019analyse de donn\u00e9es du Big Data \u00e0 des fins d\u2019analyse pr\u00e9dictive.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/formation-azure-machine-learning\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Formation Azure Machine Learning\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/formation-azure-machine-learning\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2020-06-29T12:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-18T08:20:43+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/06\/microsoft-azure-machine-learning.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"758\" \/>\n\t<meta property=\"og:image:height\" content=\"414\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Daniel\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Daniel\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/formation-azure-machine-learning\",\"url\":\"https:\/\/datascientest.com\/formation-azure-machine-learning\",\"name\":\"Formation Azure Machine Learning\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2020-06-29T12:00:00+00:00\",\"dateModified\":\"2024-04-18T08:20:43+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/5a86e30c5090234fb43dd8baa83c44b0\"},\"description\":\"Azure Machine Learning est un service Web pour la cr\u00e9ation et le d\u00e9ploiement de mod\u00e8les d\u2019apprentissage automatique ou Machine Learning (ML) \u00e0 destination des \u00e9quipes de science des donn\u00e9es. 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