{"id":3237,"date":"2024-11-26T16:20:13","date_gmt":"2024-11-26T15:20:13","guid":{"rendered":"https:\/\/doptim.eu\/?page_id=3237"},"modified":"2025-02-10T10:22:53","modified_gmt":"2025-02-10T09:22:53","slug":"formation-python-data-science","status":"publish","type":"page","link":"https:\/\/doptim.eu\/index.php\/formation-python-data-science\/","title":{"rendered":"Formation &#8211; Python pour la data science"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"3237\" class=\"elementor elementor-3237\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-334e7346 elementor-section-content-middle elementor-reverse-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"334e7346\" 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-5a5589d9\" data-id=\"5a5589d9\" 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-68df6335 elementor-widget elementor-widget-image\" data-id=\"68df6335\" 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=\"1130\" height=\"772\" src=\"https:\/\/doptim.eu\/wp-content\/uploads\/2023\/04\/undraw_Source_code_re_wd9m.png\" class=\"attachment-full size-full wp-image-2690\" alt=\"Doptim-Formation-python et data science\" srcset=\"https:\/\/doptim.eu\/wp-content\/uploads\/2023\/04\/undraw_Source_code_re_wd9m.png 1130w, https:\/\/doptim.eu\/wp-content\/uploads\/2023\/04\/undraw_Source_code_re_wd9m-300x205.png 300w, https:\/\/doptim.eu\/wp-content\/uploads\/2023\/04\/undraw_Source_code_re_wd9m-1024x700.png 1024w, https:\/\/doptim.eu\/wp-content\/uploads\/2023\/04\/undraw_Source_code_re_wd9m-768x525.png 768w\" sizes=\"(max-width: 1130px) 100vw, 1130px\" 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-42dd92ff\" data-id=\"42dd92ff\" 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-25cdba3d elementor-widget elementor-widget-heading\" data-id=\"25cdba3d\" 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-6f7419d2 elementor-widget elementor-widget-heading\" data-id=\"6f7419d2\" 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\">Initiation \u00e0 Python pour la Data Science<\/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-161905b9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"161905b9\" 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-22297266\" data-id=\"22297266\" 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-11d1b2aa elementor-section-content-middle elementor-reverse-tablet elementor-reverse-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"11d1b2aa\" 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-21bc2d54\" data-id=\"21bc2d54\" 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-386accab elementor-widget elementor-widget-text-editor\" data-id=\"386accab\" 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 demies-journ\u00e9es (14H)<span style=\"font-weight: normal;\">\u00a0&#8211; en web-atelier et en pr\u00e9sentiel.<\/span><\/p><p><strong>Co\u00fbt :<\/strong>\u00a0Formation en partenariat avec\u00a0<a href=\"https:\/\/www.captronic.fr\/\" target=\"_blank\" rel=\"noopener\">Captronic\u00a0<\/a>\u2013 certifi\u00e9 Qualiopi<\/p><p><strong>Pour qui :\u00a0<\/strong>ing\u00e9nieurs et techniciens en bureau d\u2019\u00e9tudes ou toute autre personne utilisant de la mod\u00e9lisation de donn\u00e9es.<\/p><p><strong>Pr\u00e9-requis :<\/strong><\/p><ul><li>Connaissances en programmation informatique, algorithmique, en math\u00e9matiques.<\/li><li>Chacun utilise son propre PC portable connect\u00e9 sur Internet. Un PC avec webcam, haut-parleur et micro et une liaison Internet sont requis pour le jour 1.<\/li><\/ul><p><strong>Mode d&rsquo;\u00e9valuation :<\/strong><\/p><ul><li>Attestation d\u2019assiduit\u00e9 jour 1 et de pr\u00e9sence jour 2.<\/li><li>Evaluation des connaissances via un questionnaire avant et apr\u00e8s la formation. Feuilles de pr\u00e9sence sign\u00e9es par chaque stagiaire et le formateur par demi-journ\u00e9e de formation pour le jour 2.<\/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-4465e61d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4465e61d\" 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-150e72e0\" data-id=\"150e72e0\" 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-1fc90130 elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon\" data-id=\"1fc90130\" 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-2160a047\" data-id=\"2160a047\" 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-7600c9b1 elementor-widget elementor-widget-heading\" data-id=\"7600c9b1\" 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-7271ca88 elementor-widget elementor-widget-text-editor\" data-id=\"7271ca88\" 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\">Se familiariser avec les librairies python dans le traitement des donn\u00e9es et les r\u00e8gles de base du Machine Learning,<\/span><\/li><li><span class=\"S1PPyQ\">Conna\u00eetre et mettre en \u0153uvre quelques algorithmes pour appr\u00e9hender le travail sur les variables et l\u2019optimisation des erreurs de mod\u00e9lisation.<\/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-635e3646 elementor-widget elementor-widget-spacer\" data-id=\"635e3646\" 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-5e4996d3 elementor-widget elementor-widget-heading\" data-id=\"5e4996d3\" 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-6cbfa193 elementor-widget elementor-widget-text-editor\" data-id=\"6cbfa193\" 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\">Jour 1 :<\/span><\/strong><\/p><ul><li><span class=\"S1PPyQ\">Collecte, caract\u00e9risation et pr\u00e9paration des donn\u00e9es sur des s\u00e9ries temporelles et des donn\u00e9es cat\u00e9gorielles \u2013 mod\u00e9lisations avec du code d\u00e9j\u00e0 pr\u00e9par\u00e9 et comment\u00e9.<\/span><\/li><li><strong><span class=\"S1PPyQ\">Introduction \u00e0 Python<\/span><\/strong><span class=\"S1PPyQ\"><strong> :<\/strong> pr\u00e9sentation du langage et utilisation des Notebook et de l\u2019IDE, pr\u00e9sentation des librairies principales et des aides, les objets de Python (vecteurs, matrices, listes, dataframes, types de donn\u00e9es), la manipulation des donn\u00e9es (importation, exportation, s\u00e9lection et regroupement, r\u00e9-\u00e9chantillonnage, op\u00e9rations).<\/span><\/li><\/ul><p class=\"_04xlpA direction-ltr align-start para-style-body\"><strong><span class=\"S1PPyQ\">Jour 2 :<\/span><\/strong><\/p><ul><li><span class=\"S1PPyQ\">Travaux pratiques en bin\u00f4me, sur des jeux de donn\u00e9es de l\u2019entreprise et des objectifs que les participants proposeront.<\/span><\/li><li><strong><span class=\"S1PPyQ\">Application au Machine Learning<\/span> <\/strong><span class=\"S1PPyQ\"><strong>:<\/strong> les grands principes (mod\u00e9lisations supervis\u00e9es, non-supervis\u00e9es et par renforcement, les \u00e9tapes de construction d\u2019un mod\u00e8le, l\u2019\u00e9valuation des mod\u00e8les), l\u2019\u00e9tude d\u2019algorithmes (r\u00e9gression lin\u00e9aire simple, multiple et polynomiale, r\u00e9gression logistique, classification hi\u00e9rarchique et non hi\u00e9rarchique (K-means), classification par arbres de d\u00e9cision (Random Forest, XGBoost) et mise en pratique.<\/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<div class=\"elementor-element elementor-element-128cd240 elementor-widget elementor-widget-heading\" data-id=\"128cd240\" 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-57136a5b elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"57136a5b\" 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-77eb0b30 elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"77eb0b30\" 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 Initiation \u00e0 Python pour la Data Science Dur\u00e9e :&nbsp;4 demies-journ\u00e9es (14H)&nbsp;&#8211; en web-atelier et en pr\u00e9sentiel. Co\u00fbt :&nbsp;Formation en partenariat avec&nbsp;Captronic&nbsp;\u2013 certifi\u00e9 Qualiopi Pour qui :&nbsp;ing\u00e9nieurs et techniciens en bureau d\u2019\u00e9tudes ou toute autre personne utilisant de la mod\u00e9lisation de donn\u00e9es. Pr\u00e9-requis : Connaissances en programmation informatique, algorithmique, en math\u00e9matiques. Chacun utilise son [&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-3237","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/doptim.eu\/index.php\/wp-json\/wp\/v2\/pages\/3237","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=3237"}],"version-history":[{"count":10,"href":"https:\/\/doptim.eu\/index.php\/wp-json\/wp\/v2\/pages\/3237\/revisions"}],"predecessor-version":[{"id":3606,"href":"https:\/\/doptim.eu\/index.php\/wp-json\/wp\/v2\/pages\/3237\/revisions\/3606"}],"wp:attachment":[{"href":"https:\/\/doptim.eu\/index.php\/wp-json\/wp\/v2\/media?parent=3237"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}