{"id":79977,"date":"2020-06-30T15:52:00","date_gmt":"2020-06-30T14:52:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=79977"},"modified":"2023-10-28T08:52:32","modified_gmt":"2023-10-28T08:52:32","slug":"formation-dp-100","status":"publish","type":"post","link":"https:\/\/datascientest.com\/formation-dp-100","title":{"rendered":"DP-100 : Comment r\u00e9ussir l&rsquo;examen ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"79977\" class=\"elementor elementor-79977\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ea2cdb1 e-flex e-con-boxed e-con\" data-id=\"ea2cdb1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b8c1678 elementor-widget elementor-widget-heading\" data-id=\"b8c1678\" 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\">Le certificat DP-100 est un titre donn\u00e9 aux experts excellant en Science des donn\u00e9es et en Machine Learning (ML). Cela signifie qu\u2019ils peuvent former et d\u00e9ployer des solutions sur Azure (Designing and Implementing a Data Science Solution on Azure), et entre autres, ex\u00e9cuter les charges de travail d\u2019apprentissage automatique sur Azure avec Azure ML Service. Cela implique de savoir planifier et g\u00e9n\u00e9rer un param\u00e8tre de travail pertinent pour les charges de travail Data Science sur Azure.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d204dff e-flex e-con-boxed e-con\" data-id=\"d204dff\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ad7da42 elementor-widget elementor-widget-heading\" data-id=\"ad7da42\" 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\">Pr\u00e9requis pour le DP-100 Exam<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d4cdd5b elementor-widget elementor-widget-text-editor\" data-id=\"d4cdd5b\" 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; color: #000000;\">Avant de passer l\u2019examen DP-100, chaque candidat doit avoir quelques connaissances :<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Fondamentaux sur les services Azure<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Exp\u00e9rience dans le <a href=\"https:\/\/datascientest.com\/formation-langage-python\">langage Python<\/a> pour travailler avec des donn\u00e9es, en utilisant des biblioth\u00e8ques telles que <a href=\"https:\/\/datascientest.com\/numpy\">Numpy<\/a>, <a href=\"https:\/\/datascientest.com\/pandas-python-data-science\">Pandas<\/a> et <a href=\"https:\/\/datascientest.com\/matplotlib-tout-savoir\">Matplotlib<\/a>.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Compr\u00e9hension de la Data Science pour savoir pr\u00e9parer des donn\u00e9es et former des mod\u00e8les d&rsquo;apprentissage automatique \u00e0 l&rsquo;aide de biblioth\u00e8ques ML courantes telles que <a href=\"https:\/\/datascientest.com\/tout-savoir-sur-scikit-learn\">Scikit-Learn<\/a>, <a href=\"https:\/\/datascientest.com\/pytorch-tout-savoir\">PyTorch<\/a> ou <a href=\"https:\/\/datascientest.com\/tensorflow\">Tensorflow<\/a>.<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8e945bf e-flex e-con-boxed e-con\" data-id=\"8e945bf\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cec95bb elementor-widget elementor-widget-heading\" data-id=\"cec95bb\" 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\">Sujets du DP-100 Exam<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-204ae82 elementor-widget elementor-widget-text-editor\" data-id=\"204ae82\" 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;\">Les domaines suivants sont les principaux sujets sur lesquels sont mesur\u00e9es les connaissances n\u00e9cessaires \u00e0 l\u2019acquisition du certificat Microsoft DP-100.<\/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-2091525 elementor-widget elementor-widget-heading\" data-id=\"2091525\" 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. Configurer un espace de travail Azure Machine Learning<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bed9db0 elementor-widget elementor-widget-text-editor\" data-id=\"bed9db0\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Cr\u00e9er un espace de travail Azure Machine Learning (cr\u00e9ation d&rsquo;un espace de travail Azure Machine Learning dans Azure ML Studio).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Cr\u00e9er et g\u00e9rer des banques de donn\u00e9es et des ensembles de donn\u00e9es (enregistrement des banques de donn\u00e9es et la cr\u00e9ation d&rsquo;ensembles de donn\u00e9es).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Cr\u00e9er des cibles de calcul n\u00e9cessaires au d\u00e9ploiement des charges de travail de ML et pour l&rsquo;exp\u00e9rience.<\/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-0673105 elementor-widget elementor-widget-heading\" data-id=\"0673105\" 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. Ex\u00e9cution des exp\u00e9riences et formation des mod\u00e8les<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ed47a2 elementor-widget elementor-widget-text-editor\" data-id=\"9ed47a2\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Cr\u00e9er des mod\u00e8les ML \u00e0 l&rsquo;aide du concepteur Azure ML (automatiser un pipeline Microsoft Certified Azure Data Scientist Associate \u00e0 l&rsquo;aide d&rsquo;un concepteur).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Ex\u00e9cuter des scripts de formation dans un espace de travail Azure ML (cr\u00e9ation et l&rsquo;ex\u00e9cution d&rsquo;une exp\u00e9rience \u00e0 l&rsquo;aide du SDK Azure ML, l&rsquo;utilisation des donn\u00e9es d&rsquo;un ensemble de donn\u00e9es, la configuration des param\u00e8tres d&rsquo;ex\u00e9cution d&rsquo;un script, etc.).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">G\u00e9n\u00e9rer des m\u00e9triques, r\u00e9cup\u00e9rer les r\u00e9sultats d&rsquo;exp\u00e9rience et d\u00e9panner l\u2019ex\u00e9cution d&rsquo;une exp\u00e9rience (cela consiste \u00e0 couvrir les m\u00e9triques de journal g\u00e9n\u00e9r\u00e9es \u00e0 partir d&rsquo;une ex\u00e9cution d&rsquo;exp\u00e9rience et \u00e0 afficher les sorties d&rsquo;exp\u00e9rience).<\/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-5920814 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"5920814\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/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<div class=\"elementor-element elementor-element-b7cf7cd elementor-widget elementor-widget-heading\" data-id=\"b7cf7cd\" 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. Optimisation et gestion des mod\u00e8les<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e34df65 elementor-widget elementor-widget-text-editor\" data-id=\"e34df65\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Cr\u00e9er un mod\u00e8le de ML \u00e0 l&rsquo;aide du Machine Learning automatis\u00e9 d&rsquo;Azure ML Studio et du SDK Azure ML<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">R\u00e9gler les hyperparam\u00e8tres \u00e0 l&rsquo;aide d\u2019hyperdrive (d\u00e9finition des valeurs des hyperparam\u00e8tres pour le mod\u00e8le, la s\u00e9lection des m\u00e9thodes d&rsquo;\u00e9chantillonnage, etc.).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Interpr\u00e9ter chaque mod\u00e8le et g\u00e9n\u00e9rer des donn\u00e9es par importance de leurs caract\u00e9ristiques (s\u00e9lection d&rsquo;un interpr\u00e9teur de mod\u00e8le et de donn\u00e9es).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Enregistrer et surveiller le mod\u00e8le pour \u00e9viter toute d\u00e9rive de donn\u00e9es (enregistrement du mod\u00e8le entra\u00een\u00e9 et la surveillance de la d\u00e9rive des donn\u00e9es).<\/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-f8afdfc elementor-widget elementor-widget-heading\" data-id=\"f8afdfc\" 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\">4. D\u00e9ploiement et utilisation des mod\u00e8les ML<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28152ad elementor-widget elementor-widget-text-editor\" data-id=\"28152ad\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Cr\u00e9er des cibles de calcul pour la production (porter attention sur la s\u00e9curit\u00e9 pour les services d\u00e9ploy\u00e9s et l&rsquo;\u00e9valuation des options de calcul).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">D\u00e9ployer le mod\u00e8le ML en tant que service (configuration des param\u00e8tres de d\u00e9ploiement, utilisation des services d\u00e9ploy\u00e9s, etc.).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Cr\u00e9er et ex\u00e9cuter un pipeline d&rsquo;inf\u00e9rence par lots (cr\u00e9ation d&rsquo;un pipeline d&rsquo;inf\u00e9rence par lots et obtention de sorties.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">D\u00e9ployer un pipeline de concepteur en tant que service Web (cr\u00e9ation d&rsquo;une ressource cible de calcul et utilisation du point de terminaison d\u00e9ploy\u00e9).<\/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\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Le certificat DP-100 est un titre donn\u00e9 aux experts excellant en Science des donn\u00e9es et en Machine Learning (ML). Cela signifie qu\u2019ils peuvent former et d\u00e9ployer des solutions sur Azure (Designing and Implementing a Data Science Solution on Azure), et entre autres, ex\u00e9cuter les charges de travail d\u2019apprentissage automatique sur Azure avec Azure ML Service. [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":194998,"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>DP-100 : Comment r\u00e9ussir l&#039;examen ?<\/title>\n<meta name=\"description\" content=\"Le certificat DP-100 est un titre donn\u00e9 aux experts excellant en Science des donn\u00e9es et en Machine Learning (ML). 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