{"id":22849,"date":"2020-12-23T09:27:04","date_gmt":"2020-12-23T08:27:04","guid":{"rendered":"https:\/\/datascientest.com\/?p=22849"},"modified":"2023-10-29T14:30:37","modified_gmt":"2023-10-29T14:30:37","slug":"mosef-et-datascientest","status":"publish","type":"post","link":"https:\/\/datascientest.com\/mosef-et-datascientest","title":{"rendered":"Mosef et DataScientest"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"22849\" class=\"elementor elementor-22849\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5cc83ae e-flex e-con-boxed e-con\" data-id=\"5cc83ae\" 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-64c56a1 elementor-widget elementor-widget-heading\" data-id=\"64c56a1\" 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\">Suivre des cours de master en Machine learning directement sur la plateforme de DataScientest? Depuis plusieurs ann\u00e9es, le partenariat avec l\u2019universit\u00e9 Paris Panth\u00e9on Sorbonne a rendu cela possible. Cette ann\u00e9e, \u00e9tudiante en Master 2\u00a0 j\u2019ai eu la chance d\u2019y participer et j\u2019ai d\u00e9cid\u00e9 de vous faire part de cette exp\u00e9rience dans cet article.<\/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-b45b7dc e-flex e-con-boxed e-con\" data-id=\"b45b7dc\" 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-b0dd7f1 elementor-widget elementor-widget-heading\" data-id=\"b0dd7f1\" 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\">Partie 1 : Kick off et impression g\u00e9n\u00e9rale<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5eaf2a elementor-widget elementor-widget-text-editor\" data-id=\"b5eaf2a\" 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;\">Jeudi 5 Novembre a eu lieu le kick off Datascientest pour ma promotion de master. Charles Sutton nous a alors pr\u00e9sent\u00e9 la plateforme, le contenu des modules auxquels nous aurons acc\u00e8s ainsi que les deadlines de passage des certifications.<\/span><\/p><p><b>L\u2019acc\u00e8s aux modules a \u00e9t\u00e9 rendu possible gr\u00e2ce au partenariat entre mon master, le M2 MoSEF et DataScientest.<\/b><span style=\"font-weight: 400;\"> Des mati\u00e8res auxquelles sont conf\u00e9r\u00e9s des UE sont valid\u00e9es \u00e0 la fois par une \u00e9valuation dans la mati\u00e8re et la certification DataScientest.<\/span><\/p><p><span style=\"font-weight: 400;\">La plupart des \u00e9tudiants de mon master sont<\/span><b> en alternance<\/b><span style=\"font-weight: 400;\"> avec un planning tr\u00e8s charg\u00e9. Dans ce cadre particulier, l\u2019<\/span><b>acc\u00e8s illimit\u00e9 \u00e0 la plateforme ainsi que la disponibilit\u00e9 des membres de l\u2019\u00e9quipe pour r\u00e9pondre \u00e0 nos questions<\/b><span style=\"font-weight: 400;\"> nous permettent de g\u00e9rer au mieux notre temps. En outre, les modules nous donnent un <\/span><b>point d\u2019appui th\u00e9orique et pratique <\/b><span style=\"font-weight: 400;\">suppl\u00e9mentaire en parall\u00e8le des enseignements universitaires. C\u2019est donc une fa\u00e7on de consolider et de valider nos connaissances de fa\u00e7on individuelle \u00e0 notre rythme.<\/span><\/p>\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-31e243e e-flex e-con-boxed e-con\" data-id=\"31e243e\" 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-39448d7 elementor-widget elementor-widget-heading\" data-id=\"39448d7\" 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\">Partie 2 : Contenu et acc\u00e8s plateforme<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54dd7fe elementor-widget elementor-widget-text-editor\" data-id=\"54dd7fe\" 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;\">La prise en main de la plateforme est vraiment tr\u00e8s simple. L\u2019\u00e9quipe DataScientest nous envoie nos identifiants de connexion ainsi que le lien pour avoir <\/span><b>acc\u00e8s \u00e0 Slack.<\/b><span style=\"font-weight: 400;\"> Sur Slack, il est possible d\u2019<\/span><b>\u00e9changer avec les membres de ma promotion<\/b><span style=\"font-weight: 400;\"> gr\u00e2ce \u00e0 un canal d\u00e9di\u00e9 mais <\/span><b>\u00e9galement avec le support (anim\u00e9 par des data scientists de DataScientest) qui peut r\u00e9pondre \u00e0 mes questions<\/b><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Plus concr\u00e8tement, si je veux acc\u00e9der \u00e0 la plateforme, il me suffit de rentrer mes identifiants puis de cliquer sur le module (ensemble de Jupyter Notebook interactifs) que je souhaite entamer. Dans le cadre de mon master, nous avons eu acc\u00e8s \u00e0 deux modules qui portent sur des <\/span><b>mod\u00e8les de classification appliqu\u00e9s au machine learning<\/b><span style=\"font-weight: 400;\">. <\/span><\/p><blockquote><p><span style=\"font-weight: 400;\">Le premier module dure 8h30 et contient 9 notebooks d\u2019environ 1h qui d\u00e9crive chacun un mod\u00e8le de classification, allant de la r\u00e9gression logistique au mod\u00e8le XG Boost. Le deuxi\u00e8me module comporte quant \u00e0 lui 5 notebooks pour un total de 4h30 et porte sur des th\u00e9matiques plus pouss\u00e9es telle que la d\u00e9tection d\u2019anomalies.\u00a0<\/span><\/p><\/blockquote><p><span style=\"font-weight: 400;\">Chacun des notebooks comporte <\/span><b>une partie th\u00e9orique<\/b><span style=\"font-weight: 400;\"> qui pr\u00e9sente le mod\u00e8le ou la probl\u00e9matique trait\u00e9e et des<\/span><b> \u00e9l\u00e9ments pratiques<\/b><span style=\"font-weight: 400;\"> qui nous permettent de tester notre compr\u00e9hension et de conna\u00eetre l\u2019impl\u00e9mentation sur logiciel. <\/span><\/p><blockquote><p><span style=\"font-weight: 400;\">Apr\u00e8s chaque explication, il est demand\u00e9 \u00e0 l\u2019utilisateur d\u2019impl\u00e9menter des lignes de code par des exercices courts.<\/span><\/p><\/blockquote><p><span style=\"font-weight: 400;\">Concernant le langage de programmation, le<\/span><b> langage utilis\u00e9 sur ces modules est python<\/b><span style=\"font-weight: 400;\"> comme pour la majorit\u00e9 des notebooks de la plateforme.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Bien qu\u2019il faille \u00e9viter de c\u00e9der \u00e0 la solution de facilit\u00e9, a<\/span><b>pr\u00e8s chaque partie exercice sont propos\u00e9s des \u00e9l\u00e9ments de solution <\/b><span style=\"font-weight: 400;\">pour permettre au user de poursuivre dans son apprentissage. Cela permet \u00e9galement aux users les moins \u00e0 l\u2019aise avec le langage de programmation d\u2019\u00eatre d\u00e9bloqu\u00e9 rapidement.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Apr\u00e8s avoir fini chaque notebook, il faut le valider. Au terme du dernier notebook du module, j\u2019ai pass\u00e9 l\u2019examen qui permet d\u2019obtenir la certification associ\u00e9e (co-certifi\u00e9e par la Sorbonne). <\/span><\/p>\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-70a22d7 e-flex e-con-boxed e-con\" data-id=\"70a22d7\" 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-b863834 elementor-widget elementor-widget-heading\" data-id=\"b863834\" 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\">Partie 3 : Examination<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-960aa65 elementor-widget elementor-widget-text-editor\" data-id=\"960aa65\" 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;\">L\u2019examen associ\u00e9 au module 121 dure 1h, bien que leur dur\u00e9e varie selon les modules. Il n\u2019y a pas de surprise dans l\u2019examen, si l\u2019on a bien suivi les cours et les exercices, l&rsquo;examen est \u00e0 notre port\u00e9e. N\u00e9anmoins, il est n\u00e9cessaire d\u2019avoir v\u00e9ritablement compris les \u00e9l\u00e9ments th\u00e9oriques et les applications pratiques pour le r\u00e9ussir. Si \u00e0 l\u2019issue de l\u2019examen, on ne parvient pas \u00e0 obtenir la certification (<\/span><b>les examens sont corrig\u00e9s par les \u00e9quipes de DataScientest manuellement<\/b><span style=\"font-weight: 400;\"> et les certifications sont attribu\u00e9es aux users qui ont valid\u00e9s plus de 80% des notions de l\u2019examen), alors on peut obtenir un deuxi\u00e8me essai.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Dans le cadre de mon master, le premier module est obligatoire et le second facultatif pour valider ma mati\u00e8re. J\u2019ai personnellement fait le choix de passer les deux certifications \u00e0 la fois pour ma connaissance personnelle mais \u00e9galement pour la reconnaissance des certifications. <\/span><b>Une fois obtenue on re\u00e7oit une certification en format pdf et \u00e9galement un badge Linkedin<\/b><span style=\"font-weight: 400;\">. Cela permet ainsi de mettre en avant certaines comp\u00e9tences aux yeux des recruteurs, un atout non n\u00e9gligeable lorsque l\u2019on est \u00e9tudiant et qu\u2019il est essentiel de d\u00e9finir son champ de comp\u00e9tences. <\/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-2800119 elementor-widget elementor-widget-text-editor\" data-id=\"2800119\" 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;\"><span style=\"color: #000000;\">Si vous souhaitez suivre une formation en data science reconnue par La Sorbonne et de grande exigence acad\u00e9mique, n\u2019h\u00e9sitez plus et prenez rendez-vous avec leur \u00e9quipe d\u2019admission pour en discuter<\/span> <\/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-d2b9a24 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"d2b9a24\" 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\/rdv\">\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\">Prendre rendez-vous<\/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\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Suivre des cours de master en Machine learning directement sur la plateforme de DataScientest? Depuis plusieurs ann\u00e9es, le partenariat avec l\u2019universit\u00e9 Paris Panth\u00e9on Sorbonne a rendu cela possible. Cette ann\u00e9e, \u00e9tudiante en Master 2&nbsp; j\u2019ai eu la chance d\u2019y participer et j\u2019ai d\u00e9cid\u00e9 de vous faire part de cette exp\u00e9rience dans cet article. Partie 1 [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":28772,"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>Mosef et DataScientest<\/title>\n<meta name=\"description\" content=\"Int\u00e9ress\u00e9 par le Machine Learning? D\u00e9couvrez le nouveau cursus Data Scientest en collaboration avec Universit\u00e9 Panth\u00e9on Sorbonne\" \/>\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\/mosef-et-datascientest\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Mosef et DataScientest\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/mosef-et-datascientest\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2020-12-23T08:27:04+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-10-29T14:30:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/illu_entretienMOSEF_blog-45.png\" \/>\n\t<meta property=\"og:image:width\" content=\"4267\" \/>\n\t<meta property=\"og:image:height\" content=\"2343\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\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=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/mosef-et-datascientest\",\"url\":\"https:\/\/datascientest.com\/mosef-et-datascientest\",\"name\":\"Mosef et DataScientest\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2020-12-23T08:27:04+00:00\",\"dateModified\":\"2023-10-29T14:30:37+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/5a86e30c5090234fb43dd8baa83c44b0\"},\"description\":\"Int\u00e9ress\u00e9 par le Machine Learning? D\u00e9couvrez le nouveau cursus Data Scientest en collaboration avec Universit\u00e9 Panth\u00e9on Sorbonne\",\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/mosef-et-datascientest\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/datascientest.com\/#website\",\"url\":\"https:\/\/datascientest.com\/\",\"name\":\"Formation Data Science | DataScientest.com\",\"description\":\"Leader de la formation en Data Science\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/datascientest.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/5a86e30c5090234fb43dd8baa83c44b0\",\"name\":\"Daniel\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/dst.svg\",\"contentUrl\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/dst.svg\",\"caption\":\"Daniel\"},\"sameAs\":[\"https:\/\/www.linkedin.com\/school\/datascientest\/\",\"user\"],\"jobTitle\":\"ing\u00e9nieur logiciel\",\"worksFor\":\"DataScientest\",\"url\":\"https:\/\/datascientest.com\/author\/team-redac\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Mosef et DataScientest","description":"Int\u00e9ress\u00e9 par le Machine Learning? D\u00e9couvrez le nouveau cursus Data Scientest en collaboration avec Universit\u00e9 Panth\u00e9on Sorbonne","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/datascientest.com\/mosef-et-datascientest","og_locale":"fr_FR","og_type":"article","og_title":"Mosef et DataScientest","og_url":"https:\/\/datascientest.com\/mosef-et-datascientest","og_site_name":"Formation Data Science | DataScientest.com","article_published_time":"2020-12-23T08:27:04+00:00","article_modified_time":"2023-10-29T14:30:37+00:00","og_image":[{"width":4267,"height":2343,"url":"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/12\/illu_entretienMOSEF_blog-45.png","type":"image\/png"}],"author":"Daniel","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"Daniel","Dur\u00e9e de lecture estim\u00e9e":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/datascientest.com\/mosef-et-datascientest","url":"https:\/\/datascientest.com\/mosef-et-datascientest","name":"Mosef et DataScientest","isPartOf":{"@id":"https:\/\/datascientest.com\/#website"},"datePublished":"2020-12-23T08:27:04+00:00","dateModified":"2023-10-29T14:30:37+00:00","author":{"@id":"https:\/\/datascientest.com\/#\/schema\/person\/5a86e30c5090234fb43dd8baa83c44b0"},"description":"Int\u00e9ress\u00e9 par le Machine Learning? D\u00e9couvrez le nouveau cursus Data Scientest en collaboration avec Universit\u00e9 Panth\u00e9on Sorbonne","inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/datascientest.com\/mosef-et-datascientest"]}]},{"@type":"WebSite","@id":"https:\/\/datascientest.com\/#website","url":"https:\/\/datascientest.com\/","name":"Formation Data Science | DataScientest.com","description":"Leader de la formation en Data Science","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/datascientest.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"fr-FR"},{"@type":"Person","@id":"https:\/\/datascientest.com\/#\/schema\/person\/5a86e30c5090234fb43dd8baa83c44b0","name":"Daniel","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/datascientest.com\/#\/schema\/person\/image\/","url":"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/dst.svg","contentUrl":"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/10\/dst.svg","caption":"Daniel"},"sameAs":["https:\/\/www.linkedin.com\/school\/datascientest\/","user"],"jobTitle":"ing\u00e9nieur logiciel","worksFor":"DataScientest","url":"https:\/\/datascientest.com\/author\/team-redac"}]}},"_links":{"self":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts\/22849"}],"collection":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/users\/45"}],"replies":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/comments?post=22849"}],"version-history":[{"count":0,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts\/22849\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/media\/28772"}],"wp:attachment":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/media?parent=22849"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/categories?post=22849"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/tags?post=22849"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}