{"id":1108,"date":"2021-03-10T14:20:58","date_gmt":"2021-03-10T13:20:58","guid":{"rendered":"https:\/\/doptim.eu\/?page_id=1108"},"modified":"2025-02-10T10:20:39","modified_gmt":"2025-02-10T09:20:39","slug":"formation-machine-learning","status":"publish","type":"page","link":"https:\/\/doptim.eu\/index.php\/formation-machine-learning\/","title":{"rendered":"Formation &#8211; Machine Learning"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1108\" class=\"elementor elementor-1108\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-10e8211d elementor-section-content-middle elementor-reverse-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"10e8211d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-4f3c48e5\" data-id=\"4f3c48e5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-60c679dc elementor-widget elementor-widget-image\" data-id=\"60c679dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1088\" height=\"546\" src=\"https:\/\/doptim.eu\/wp-content\/uploads\/2022\/07\/undraw_Artificial_intelligence_re_enpp.png\" class=\"attachment-full size-full wp-image-1887\" alt=\"Doptim-Formation-Machine Learning\" srcset=\"https:\/\/doptim.eu\/wp-content\/uploads\/2022\/07\/undraw_Artificial_intelligence_re_enpp.png 1088w, https:\/\/doptim.eu\/wp-content\/uploads\/2022\/07\/undraw_Artificial_intelligence_re_enpp-300x151.png 300w, https:\/\/doptim.eu\/wp-content\/uploads\/2022\/07\/undraw_Artificial_intelligence_re_enpp-1024x514.png 1024w, https:\/\/doptim.eu\/wp-content\/uploads\/2022\/07\/undraw_Artificial_intelligence_re_enpp-768x385.png 768w\" sizes=\"(max-width: 1088px) 100vw, 1088px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-643b222e\" data-id=\"643b222e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8547edc elementor-widget elementor-widget-heading\" data-id=\"8547edc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">NOS FORMATIONS<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6452de7c elementor-widget elementor-widget-heading\" data-id=\"6452de7c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-xl\">Machine Learning<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6ec109a8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6ec109a8\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-750820c7\" data-id=\"750820c7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-7f835814 elementor-section-content-middle elementor-reverse-tablet elementor-reverse-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7f835814\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-35cbd206\" data-id=\"35cbd206\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-538689ef elementor-widget elementor-widget-text-editor\" data-id=\"538689ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Dur\u00e9e :<\/strong>\u00a04 demi-journ\u00e9es &#8211; 14 heures &#8211; en web-atelier<\/p><p><strong>Co\u00fbt :<\/strong> <span style=\"font-weight: normal;\"><a href=\"https:\/\/doptim.eu\/index.php\/contact\/\">devis sur demande<\/a> ou <a href=\"https:\/\/www.captronic.fr\/-Les-formations-2023-.html\" target=\"_blank\" rel=\"noopener\">via Captronic<\/a><\/span><\/p><p><strong>Pour qui :<\/strong>\u00a0i<span class=\"S1PPyQ\">ng\u00e9nieurs, techniciens, chef de projet qui doivent se familiariser avec le Machine Learning et d\u00e9cider s\u2019il permet d\u2019automatiser des analyses et des d\u00e9cisions.<\/span><\/p><p><strong>Pr\u00e9-requis :<\/strong><\/p><ul><li><span class=\"S1PPyQ\">Etre familiaris\u00e9.e avec le langage Python et les op\u00e9rations sur des tables (type Excel), avoir des connaissances en statistiques. Il y aura des antis\u00e8ches Python et Pandas pour les exercices. Les algorithmes seront pr\u00e9-\u00e9crits pour ne pas perdre de temps.<\/span><\/li><\/ul><p><strong>Mode d&rsquo;\u00e9valuation :<\/strong><\/p><ul><li><span class=\"S1PPyQ\">Evaluation \u00e0 chaud du module de formation par un \u00abquestionnaire de critique constructive\u00bb.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-43943ebb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"43943ebb\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-6c043fbc\" data-id=\"6c043fbc\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4d80a7d elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon\" data-id=\"4d80a7d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-user-graduate\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M319.4 320.6L224 416l-95.4-95.4C57.1 323.7 0 382.2 0 454.4v9.6c0 26.5 21.5 48 48 48h352c26.5 0 48-21.5 48-48v-9.6c0-72.2-57.1-130.7-128.6-133.8zM13.6 79.8l6.4 1.5v58.4c-7 4.2-12 11.5-12 20.3 0 8.4 4.6 15.4 11.1 19.7L3.5 242c-1.7 6.9 2.1 14 7.6 14h41.8c5.5 0 9.3-7.1 7.6-14l-15.6-62.3C51.4 175.4 56 168.4 56 160c0-8.8-5-16.1-12-20.3V87.1l66 15.9c-8.6 17.2-14 36.4-14 57 0 70.7 57.3 128 128 128s128-57.3 128-128c0-20.6-5.3-39.8-14-57l96.3-23.2c18.2-4.4 18.2-27.1 0-31.5l-190.4-46c-13-3.1-26.7-3.1-39.7 0L13.6 48.2c-18.1 4.4-18.1 27.2 0 31.6z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-inner-column elementor-element elementor-element-65d04e2c\" data-id=\"65d04e2c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2bf0f952 elementor-widget elementor-widget-heading\" data-id=\"2bf0f952\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Objectifs d'apprentissage<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c2c7d0c elementor-widget elementor-widget-text-editor\" data-id=\"1c2c7d0c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul style=\"font-style: normal; caret-color: #000000; color: #000000;\"><li><span class=\"S1PPyQ\">Comprendre les m\u00e9thodes de Machine Learning et leurs limites<\/span><\/li><li><span class=\"S1PPyQ\">Se familiariser avec la programmation de diff\u00e9rents mod\u00e8les<\/span><\/li><li><span class=\"S1PPyQ\">Savoir traduire un probl\u00e8me m\u00e9tier en algorithme de Machine Learning<\/span><\/li><li><span class=\"S1PPyQ\">Savoir \u00e9valuer la justesse d\u2019un mod\u00e8le<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69930598 elementor-widget elementor-widget-spacer\" data-id=\"69930598\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a2030c9 elementor-widget elementor-widget-heading\" data-id=\"5a2030c9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Au programme<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-502ce6e9 elementor-widget elementor-widget-text-editor\" data-id=\"502ce6e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"_04xlpA direction-ltr align-start para-style-body\"><strong><span class=\"S1PPyQ\">2 demi-journ\u00e9es :<\/span><\/strong><\/p>\n<ul>\n<li><span class=\"S1PPyQ\">Introduction au Machine Learning : concepts de base, formalisation et exemples d&rsquo;utilisations (type de mod\u00e8les, type d&rsquo;apprentissage).<\/span><\/li>\n<li><span class=\"S1PPyQ\">Exercices d&rsquo;algorithmes d&rsquo;entra\u00eenement et d&rsquo;\u00e9valuation avec des mod\u00e8les lin\u00e9aires, mono-vari\u00e9s et multi-vari\u00e9s avec une pr\u00e9sentation des fonctions de co\u00fbt adapt\u00e9s et des m\u00e9thodes pour r\u00e9duire les dimensions.<\/span><\/li>\n<\/ul>\n<p class=\"_04xlpA direction-ltr align-start para-style-body\"><strong><span class=\"S1PPyQ\">2 demi-journ\u00e9es :<\/span><\/strong><\/p>\n<ul>\n<li><span class=\"S1PPyQ\">Exercices d\u2019algorithmes de classification avec une pr\u00e9sentation les fonctions de co\u00fbt adapt\u00e9s.<\/span><\/li>\n<li><span class=\"S1PPyQ\">Pr\u00e9sentation et exercices avec des algorithmes optimis\u00e9s avec du bagging et du boosting et un algorithme de r\u00e9seaux de neurones.<\/span><\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-62b7a020 elementor-widget elementor-widget-heading\" data-id=\"62b7a020\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-medium\">Cette formation vous int\u00e9resse ?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5cad506b elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"5cad506b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/doptim.eu\/index.php\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Contactez-nous<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64c208ed elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"64c208ed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/doptim.eu\/index.php\/formations-data-science\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">D\u00e9couvrez toutes nos formations<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>NOS FORMATIONS Machine Learning Dur\u00e9e :\u00a04 demi-journ\u00e9es &#8211; 14 heures &#8211; en web-atelier Co\u00fbt : devis sur demande ou via Captronic Pour qui :\u00a0ing\u00e9nieurs, techniciens, chef de projet qui doivent se familiariser avec le Machine Learning et d\u00e9cider s\u2019il permet d\u2019automatiser des analyses et des d\u00e9cisions. Pr\u00e9-requis : Etre familiaris\u00e9.e avec le langage Python et [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-1108","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/doptim.eu\/index.php\/wp-json\/wp\/v2\/pages\/1108","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/doptim.eu\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/doptim.eu\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/doptim.eu\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/doptim.eu\/index.php\/wp-json\/wp\/v2\/comments?post=1108"}],"version-history":[{"count":8,"href":"https:\/\/doptim.eu\/index.php\/wp-json\/wp\/v2\/pages\/1108\/revisions"}],"predecessor-version":[{"id":3603,"href":"https:\/\/doptim.eu\/index.php\/wp-json\/wp\/v2\/pages\/1108\/revisions\/3603"}],"wp:attachment":[{"href":"https:\/\/doptim.eu\/index.php\/wp-json\/wp\/v2\/media?parent=1108"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}