{"id":139118,"date":"2021-01-17T11:34:00","date_gmt":"2021-01-17T10:34:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=139118"},"modified":"2023-10-28T08:35:13","modified_gmt":"2023-10-28T08:35:13","slug":"formation-tensorflow","status":"publish","type":"post","link":"https:\/\/datascientest.com\/formation-tensorflow","title":{"rendered":"Formation TensorFlow : O\u00f9 apprendre \u00e0 manier le framework ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"139118\" class=\"elementor elementor-139118\" 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-175c8a2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"175c8a2\" 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-e8727ad\" data-id=\"e8727ad\" 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-92742c7 elementor-widget elementor-widget-heading\" data-id=\"92742c7\" 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\">Une formation TensorFlow permet d'apprendre \u00e0 ma\u00eetriser le framework open source de Google, indispensable pour la Data Science et le Deep Learning. D\u00e9couvrez comment et pourquoi suivre un tel cursus.\nLe Machine Learning est devenu plus accessible depuis plusieurs ann\u00e9es. Pour cause, l'apparition de frameworks a fortement simplifi\u00e9 l'impl\u00e9mentation des mod\u00e8les.<\/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-0d0b1d5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0d0b1d5\" 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-c1cf82c\" data-id=\"c1cf82c\" 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-a570eb1 elementor-widget elementor-widget-text-editor\" data-id=\"a570eb1\" 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;\">TensorFlow est <strong>un framework open-source pour le d\u00e9veloppement d&rsquo;applications de Machine Learning<\/strong>. Ce \u00a0\u00bb toolkit \u00a0\u00bb de math\u00e9matiques symboliques permet d&rsquo;effectuer diff\u00e9rentes t\u00e2ches comme l&rsquo;inf\u00e9rence et l&rsquo;entra\u00eenement de r\u00e9seaux de neurones.<\/span><\/p><p><span style=\"font-weight: 400;\">Les programmeurs peuvent utiliser Tensorflow pour construire des applications de Machine Learning \u00e0 l&rsquo;aide d&rsquo;une large vari\u00e9t\u00e9 de ressources et d&rsquo;outils. Ils peuvent notamment <strong>collecter des donn\u00e9es, entra\u00eener des mod\u00e8les, effectuer des pr\u00e9dictions et am\u00e9liorer les futurs r\u00e9sultats<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">Parmi les diff\u00e9rentes <strong>plateformes de <a href=\"https:\/\/datascientest.com\/formation-deep-learning\">Deep Learning<\/a><\/strong>, TensorFlow est sans nul doute la plus utilis\u00e9e. \u00c0 l&rsquo;origine, ce framework fut cr\u00e9\u00e9 en interne par Google pour exploiter ses donn\u00e9es et ses ordinateurs surpuissants.<\/span><\/p><p><span style=\"font-weight: 400;\">La Google Brain Team s&rsquo;est charg\u00e9e de cr\u00e9er TensorFlow, puis l&rsquo;a d\u00e9ploy\u00e9 <strong>sous la licence Apache Open Source en 2015<\/strong>. Il est possible d&rsquo;utiliser cet outil avec de multiples CPU et GPU, et diff\u00e9rents syst\u00e8mes d&rsquo;exploitation mobiles.<\/span><\/p><p><span style=\"font-weight: 400;\">L&rsquo;API front-end repose sur le langage <strong>Python <\/strong>et permet de cr\u00e9er des applications avec ce framework. Les applications s&rsquo;ex\u00e9cutent en <strong>C++<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">En utilisant TensorFlow, il est possible d&rsquo;entra\u00eener et d&rsquo;ex\u00e9cuter des r\u00e9seaux de neurones pour<strong> la classification de chiffres, la reconnaissance d&rsquo;image, les r\u00e9seaux de neurones, les mod\u00e8les sequence-to-sequence<\/strong> pour la traduction automatique et le traitement naturel du langage.<\/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<\/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-e48eeea elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e48eeea\" 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-4a98ab8\" data-id=\"4a98ab8\" 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-7fe04ba elementor-widget elementor-widget-heading\" data-id=\"7fe04ba\" 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\">Comment fonctionne TensorFlow ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-776ac9b elementor-widget elementor-widget-text-editor\" data-id=\"776ac9b\" 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;\">Le fonctionnement de TensorFlow repose sur les Tensor : <strong>des inputs sous forme de tableaux multidimensionnels<\/strong>. Ceci permet de cr\u00e9er des structures et des graphiques de dataflow pour sp\u00e9cifier la mani\u00e8re dont les donn\u00e9es sont connect\u00e9es par le biais d&rsquo;un graphique. L&rsquo;utilisateur peut cr\u00e9er un <strong>\u00a0\u00bb flowchart \u00ab\u00a0<\/strong> d&rsquo;op\u00e9rations pouvant \u00eatre r\u00e9alis\u00e9es sur les inputs.<\/span><\/p><p><span style=\"font-weight: 400;\">Les trois \u00e9l\u00e9ments de la structure de TensorFlow sont <strong>le pr\u00e9traitement des donn\u00e9es<\/strong>, <strong>la construction du mod\u00e8le<\/strong>, et enfin <strong>l&rsquo;entra\u00eenement et l&rsquo;estimation du mod\u00e8le<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">La phase d&rsquo;entra\u00eenement de l&rsquo;IA s&rsquo;effectue sur un ordinateur. Il est possible d&rsquo;utiliser des <strong>GPU <\/strong>et des <strong>CPU <\/strong>pour entra\u00eener et ex\u00e9cuter le mod\u00e8le. La suite du processus peut \u00eatre r\u00e9alis\u00e9e sur Windows, macOS, Linux, sur <strong>le Cloud<\/strong> ou sur <strong>un OS mobile<\/strong> comme iOS et Android.<\/span><\/p><p><span style=\"font-weight: 400;\">La TensorBoard est un autre \u00e9l\u00e9ment important de TensorFlow. Elle permet de surveiller graphiquement et visuellement le flux de Tensor.<\/span><\/p><p><span style=\"font-weight: 400;\">Depuis le mois d&rsquo;octobre 2019, <strong>TensorFlow 2.0<\/strong> a apport\u00e9 de nombreuses am\u00e9liorations bas\u00e9es sur les retours des utilisateurs. Ces am\u00e9liorations l&rsquo;ont rendu plus performant et plus facile \u00e0 utiliser, notamment gr\u00e2ce \u00e0 <strong>l&rsquo;API Keras<\/strong> simplifi\u00e9e pour l&rsquo;entra\u00eenement de mod\u00e8les.<\/span><\/p><p><span style=\"font-weight: 400;\">Une nouvelle API simplifie aussi l&rsquo;entra\u00eenement distribu\u00e9. La prise en charge de <strong>TensorFlow Lite<\/strong> permet de d\u00e9ployer des mod\u00e8les sur une plus large vari\u00e9t\u00e9 de plateformes. Toutefois, il est n\u00e9cessaire de r\u00e9\u00e9crire le code \u00e9crit pour les versions pr\u00e9c\u00e9dentes du framework pour profiter pleinement de ces nouveaut\u00e9s.<\/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-99eb116 elementor-widget elementor-widget-image\" data-id=\"99eb116\" data-element_type=\"widget\" data-widget_type=\"image.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-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"316\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/01\/tensoflow-lite-1024x404.jpg\" class=\"attachment-large size-large wp-image-139125\" alt=\"tensoflow-lite\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/01\/tensoflow-lite-1024x404.jpg 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/01\/tensoflow-lite-300x118.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/01\/tensoflow-lite-768x303.jpg 768w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/01\/tensoflow-lite.jpg 1520w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-aebf31b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aebf31b\" 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-d84d4f1\" data-id=\"d84d4f1\" 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-1b87c59 elementor-widget elementor-widget-heading\" data-id=\"1b87c59\" 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\">Quels sont les diff\u00e9rents composants de TensorFlow ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e8b99f5 elementor-widget elementor-widget-text-editor\" data-id=\"e8b99f5\" 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;\">Un Tensor est une matrice ou un vecteur pouvant repr\u00e9senter n&rsquo;importe quelle forme de donn\u00e9e. La <strong>dimensionnalit\u00e9 de la matrice<\/strong> ou du tableau d\u00e9termine la forme des donn\u00e9es.<\/span><\/p><p><span style=\"font-weight: 400;\">Il peut provenir des donn\u00e9es d&rsquo;entr\u00e9e, ou du r\u00e9sultat d&rsquo;un calcul. Toutes les op\u00e9rations de TensorFlow sont effectu\u00e9es au sein d&rsquo;un graphique : <strong>une s\u00e9rie de calculs survenant dans un ordre<\/strong>. Le graphique d\u00e9peint les op\u00e9rations et les relations entre elles. Il ne pr\u00e9sente pas les valeurs. La portabilit\u00e9 des graphiques permet de sauvegarder les calculs pour un usage ult\u00e9rieur.<\/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<\/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-f957fef elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f957fef\" 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-d8c9a81\" data-id=\"d8c9a81\" 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-f61ec05 elementor-widget elementor-widget-heading\" data-id=\"f61ec05\" 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\">Quels sont les avantages de TensorFlow ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a67f43a elementor-widget elementor-widget-text-editor\" data-id=\"a67f43a\" 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;\">TensorFlow est con\u00e7ue pour \u00eatre simple d&rsquo;utilisation. Elle regroupe diff\u00e9rentes API permettant de <strong>cr\u00e9er des architectures de Deep Learning \u00e0 grande \u00e9chelle<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">Il peut \u00eatre d\u00e9crit comme un langage de programmation bas\u00e9 sur les graphiques, permettant aux d\u00e9veloppeurs de <strong>visualiser les cr\u00e9ations de leurs r\u00e9seaux de neurones depuis la Tensorboard<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">L&rsquo;outil de d\u00e9bogage est tr\u00e8s utile et appr\u00e9ci\u00e9. Pour toutes ces raisons, Tensorflow est le framework de Deep Learning le plus populaire sur <strong>GitHub<\/strong>.<\/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<\/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-ba7639e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ba7639e\" 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-5b77288\" data-id=\"5b77288\" 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-ed80f9b elementor-widget elementor-widget-heading\" data-id=\"ed80f9b\" 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\">\u00c0 quoi sert TensorFlow ? Qui l'utilise ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6dc0bf elementor-widget elementor-widget-text-editor\" data-id=\"f6dc0bf\" 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;\">Le principal cas d&rsquo;usage de TensorFlow est <strong>l&rsquo;intelligence artificielle<\/strong>, avec des applications de Machine Learning et Deep Learning. Il est par exemple utilis\u00e9 par Google pour son <strong>syst\u00e8me RankBrain<\/strong> permettant d&rsquo;am\u00e9liorer les r\u00e9sultats de recherche de son moteur de recherche web.<\/span><\/p><p><span style=\"font-weight: 400;\">La firme a aussi utilis\u00e9 ce framework pour des applications comme <strong>la g\u00e9n\u00e9ration automatique d&#8217;email, la classification d&rsquo;image, la reconnaissance optique de caract\u00e8res, ou la d\u00e9couverte de m\u00e9dicament<\/strong> en partenariat avec les chercheurs de la Stanford University.<\/span><\/p><p><span style=\"font-weight: 400;\">Plusieurs entreprises mondialement connues utilisent TensorFlow : AirBnB, Coca-Cola, eBay, Intel, Qualcomm, SAP, Twitter, Uber ou encore Snap Inc. M\u00eame dans <strong>le domaine du sport<\/strong>, ce framework est utilis\u00e9 pour analyser les mouvements et les performances des joueurs professionnels. Cette plateforme est aussi exploit\u00e9e par <strong>les fabricants de v\u00e9hicules autonomes<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">Apprendre \u00e0 ma\u00eetriser TensorFlow peut donc ouvrir <strong>de nombreuses opportunit\u00e9s professionnelles<\/strong>. Les entreprises du monde entier recherchent des experts.<\/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<\/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-dab7549 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dab7549\" 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-beed79d\" data-id=\"beed79d\" 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-dc9c3fe elementor-widget elementor-widget-heading\" data-id=\"dc9c3fe\" 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\">Qu'est-ce qu'un d\u00e9veloppeur TensorFlow ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87a3ea2 elementor-widget elementor-widget-text-editor\" data-id=\"87a3ea2\" 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;\">Un d\u00e9veloppeur TensorFlow est un sp\u00e9cialiste capable de concevoir et d&rsquo;entra\u00eener <strong>des r\u00e9seaux de neurones<\/strong> en utilisant TensorFlow. Il con\u00e7oit et g\u00e8re les syst\u00e8mes et applications.<\/span><\/p><p><span style=\"font-weight: 400;\">Pour exercer ce r\u00f4le, il est n\u00e9cessaire d&rsquo;obtenir la certification de d\u00e9veloppeur TensorFlow. C&rsquo;est une \u00e9tape indispensable pour les \u00e9tudiants, <strong>d\u00e9veloppeurs<\/strong> et <a href=\"\/faq-data-science\">Data Scientists<\/a> d\u00e9sirant d\u00e9montrer leurs comp\u00e9tences en Machine Learning \u00e0 travers <strong>la construction et l&rsquo;entra\u00eenement de mod\u00e8les via le framework<\/strong>.<\/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<\/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-541e1a9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"541e1a9\" 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-6b2bc2f\" data-id=\"6b2bc2f\" 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-280c7ea elementor-widget elementor-widget-heading\" data-id=\"280c7ea\" 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\">Qu'est-ce que la certification d\u00e9veloppeur de Google ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8972f99 elementor-widget elementor-widget-text-editor\" data-id=\"8972f99\" 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 certification de d\u00e9veloppeur Google permet de d\u00e9montrer vos comp\u00e9tences en Machine Learning et <strong>votre ma\u00eetrise de TensorFlow<\/strong>. Pour l&rsquo;obtenir, vous devez passer un test de qualification.<\/span><\/p><p><span style=\"font-weight: 400;\">Pour r\u00e9ussir cette \u00e9preuve, vous devez poss\u00e9der plusieurs comp\u00e9tences. <strong>Une connaissance du Machine Learning et des algorithmes est n\u00e9cessaire<\/strong>, ainsi qu&rsquo;une ma\u00eetrise des statistiques, des probabilit\u00e9s, des matrices ou de l&rsquo;alg\u00e8bre lin\u00e9aire.<\/span><\/p><p><span style=\"font-weight: 400;\">Les langages de programmation <strong>Python<\/strong>, R, C++ et Java doivent aussi \u00eatre connus. Vous devez aussi \u00eatre familier avec les principaux concepts des r\u00e9seaux de neurones, et savoir entra\u00eener des mod\u00e8les \u00e0 partir de donn\u00e9es.<\/span><\/p><p><span style=\"font-weight: 400;\">En g\u00e9n\u00e9ral, un programmeur exp\u00e9riment\u00e9 peut obtenir sa certification en trois semaines. Un d\u00e9butant complet aura besoin d&rsquo;environ six mois.<\/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-78413e4 elementor-widget elementor-widget-image\" data-id=\"78413e4\" data-element_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 decoding=\"async\" width=\"800\" height=\"357\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/01\/programmation-python-1024x457.jpg\" class=\"attachment-large size-large wp-image-139124\" alt=\"programmation-python\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/01\/programmation-python-1024x457.jpg 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/01\/programmation-python-300x134.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/01\/programmation-python-768x343.jpg 768w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/01\/programmation-python.jpg 1520w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a8e6990 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a8e6990\" 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-6270064\" data-id=\"6270064\" 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-8546825 elementor-widget elementor-widget-heading\" data-id=\"8546825\" 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\">Quel est le salaire d'un expert TensorFlow ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f7786c7 elementor-widget elementor-widget-text-editor\" data-id=\"f7786c7\" 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;\">Diff\u00e9rents m\u00e9tiers exigent la ma\u00eetrise de TensorFlow. De mani\u00e8re g\u00e9n\u00e9rale, il s&rsquo;agit de professions hautement r\u00e9mun\u00e9r\u00e9es.<\/span><\/p><p><span style=\"font-weight: 400;\">Un d\u00e9veloppeur TensorFlow gagne <strong>en moyenne 148 508 dollars aux \u00c9tats-Unis<\/strong>. Ce salaire varie entre 94 000 et 204 000 dollars par an, et peut facilement augmenter avec de l&rsquo;exp\u00e9rience.<\/span><\/p><p><span style=\"font-weight: 400;\">De son c\u00f4t\u00e9, un Data Scientist gagne <strong>entre 35 000\u20ac et 55 000\u20ac par an en France<\/strong>. Savoir manier TensorFlow permet donc d&rsquo;acc\u00e9der \u00e0 un salaire \u00e9lev\u00e9.<\/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<\/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-4421bde elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4421bde\" 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-0415133\" data-id=\"0415133\" 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-a7517be elementor-widget elementor-widget-heading\" data-id=\"a7517be\" 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\">Comment suivre une formation TensorFlow ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-adb83ae elementor-widget elementor-widget-text-editor\" data-id=\"adb83ae\" 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;\">Pour apprendre \u00e0 ma\u00eetriser TensorFlow ou pr\u00e9parer votre certification, vous pouvez choisir <strong>DataScientest<\/strong>. Nos formations vous permettent de manier ce framework de Machine Learning.<\/span><\/p><p><span style=\"font-weight: 400;\">Notre programme Data Scientist couvre TensorFlow, Keras et les r\u00e9seaux de neurones au sein du module Deep Learning. <strong>Vous serez aussi initi\u00e9 \u00e0 la programmation Python, au Machine Learning, \u00e0 la <a href=\"https:\/\/datascientest.com\/quest-ce-la-dataviz-le-point-avec-nos-data-experts\">DataViz<\/a> et aux bases de donn\u00e9es<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">Cette formation est propos\u00e9e en mode <strong>BootCamp<\/strong> intensif ou en Formation Continue. Elle s&rsquo;effectue enti\u00e8rement \u00e0 distance, avec 85% de <strong>coaching individuel<\/strong> sur notre plateforme en ligne et 15% de MasterClass.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00c0 l&rsquo;issue du parcours, vous recevrez un certificat d\u00e9cern\u00e9 par <strong>MINE ParisTech \/ PSL Executive Education<\/strong>. Vous aurez toutes les cartes en main pour devenir Data Scientist, et trouver imm\u00e9diatement un emploi comme 80% de nos alumnis. Cette formation est \u00e9ligible au Compte Personnel de Formation pour le financement.<\/span><\/p><p><span style=\"font-weight: 400;\">Si vous \u00eates d\u00e9j\u00e0 Data Scientist et souhaitez parfaire vos comp\u00e9tences, ou si vous souhaitez vous focaliser sur TensorFlow, vous pouvez choisir notre <strong>cursus expert <a href=\"\/deep-learning-definition\">Deep Learning<\/a><\/strong>. Cette formation permet d&rsquo;apprendre \u00e0 ma\u00eetriser Keras et Tensorflow, la programmation, et les techniques d&rsquo;IA comme le NLP et la Computer Vision. Ce programme se compl\u00e8te en 15 semaines.<\/span><\/p><p><span style=\"font-weight: 400;\">En suivant nos parcours, vous pourrez devenir un expert du Deep Learning ou de la <strong>Data Science<\/strong>. N&rsquo;attendez plus et d\u00e9couvrez les formations DataScientest.<\/span><\/p><p><span style=\"font-weight: 400;\">Vous savez tout sur les formations TensorFlow. D\u00e9couvrez notre dossier complet sur le Deep Learning, et notre introduction au langage de programmation Python.<\/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-83a0f8b elementor-widget elementor-widget-html\" data-id=\"83a0f8b\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Comment fonctionne TensorFlow ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Le fonctionnement de TensorFlow repose sur les Tensor : des inputs sous forme de tableaux multidimensionnels. Ceci permet de cr\u00e9er des structures et des graphiques de dataflow pour sp\u00e9cifier la mani\u00e8re dont les donn\u00e9es sont connect\u00e9es par le biais d'un graphique. L'utilisateur peut cr\u00e9er un \\\" flowchart \\\" d'op\u00e9rations pouvant \u00eatre r\u00e9alis\u00e9es sur les inputs.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Quels sont les diff\u00e9rents composants de TensorFlow ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Un Tensor est une matrice ou un vecteur pouvant repr\u00e9senter n'importe quelle forme de donn\u00e9e. La dimensionnalit\u00e9 de la matrice ou du tableau d\u00e9termine la forme des donn\u00e9es.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Quels sont les avantages de TensorFlow ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"TensorFlow est con\u00e7ue pour \u00eatre simple d'utilisation. Elle regroupe diff\u00e9rentes API permettant de cr\u00e9er des architectures de Deep Learning \u00e0 grande \u00e9chelle.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"\u00c0 quoi sert TensorFlow ? Qui l'utilise ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Le principal cas d'usage de TensorFlow est l'intelligence artificielle, avec des applications de Machine Learning et Deep Learning. Il est par exemple utilis\u00e9 par Google pour son syst\u00e8me RankBrain permettant d'am\u00e9liorer les r\u00e9sultats de recherche de son moteur de recherche web.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Comment suivre une formation TensorFlow ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Pour apprendre \u00e0 ma\u00eetriser TensorFlow ou pr\u00e9parer votre certification, vous pouvez choisir DataScientest. Nos formations vous permettent de manier ce framework de Machine Learning.\"\r\n    }\r\n  }]\r\n}\r\n<\/script>\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-1fd7d3c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1fd7d3c\" 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-fd9f3e0\" data-id=\"fd9f3e0\" 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-9c7fd17 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"9c7fd17\" 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-deep-learning\">\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\">En savoir plus sur le cursus expert Deep Learning<\/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>Une formation TensorFlow permet d&rsquo;apprendre \u00e0 ma\u00eetriser le framework open source de Google, indispensable pour la Data Science et le Deep Learning. D\u00e9couvrez comment et pourquoi suivre un tel cursus. Le Machine Learning est devenu plus accessible depuis plusieurs ann\u00e9es. Pour cause, l&rsquo;apparition de frameworks a fortement simplifi\u00e9 l&rsquo;impl\u00e9mentation des mod\u00e8les. TensorFlow est un framework [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":139119,"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 TensorFlow : O\u00f9 apprendre \u00e0 manier le framework ?<\/title>\n<meta name=\"description\" content=\"Suivre une formation TensorFlow, c&#039;est ma\u00eetriser le framework open source de Google, indispensable pour la Data Science et le Deep Learning.\" \/>\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-tensorflow\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Formation TensorFlow : O\u00f9 apprendre \u00e0 manier le framework ?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/formation-tensorflow\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2021-01-17T10:34:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-10-28T08:35:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/01\/formation-tensorflow.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1520\" \/>\n\t<meta property=\"og:image:height\" content=\"672\" \/>\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=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/formation-tensorflow\",\"url\":\"https:\/\/datascientest.com\/formation-tensorflow\",\"name\":\"Formation TensorFlow : O\u00f9 apprendre \u00e0 manier le framework ?\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2021-01-17T10:34:00+00:00\",\"dateModified\":\"2023-10-28T08:35:13+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/5a86e30c5090234fb43dd8baa83c44b0\"},\"description\":\"Suivre une formation TensorFlow, c'est ma\u00eetriser le framework open source de Google, indispensable pour la Data Science et le Deep Learning.\",\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/formation-tensorflow\"]}]},{\"@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":"Formation TensorFlow : O\u00f9 apprendre \u00e0 manier le framework ?","description":"Suivre une formation TensorFlow, c'est ma\u00eetriser le framework open source de Google, indispensable pour la Data Science et le Deep Learning.","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\/formation-tensorflow","og_locale":"fr_FR","og_type":"article","og_title":"Formation TensorFlow : O\u00f9 apprendre \u00e0 manier le framework ?","og_url":"https:\/\/datascientest.com\/formation-tensorflow","og_site_name":"Formation Data Science | DataScientest.com","article_published_time":"2021-01-17T10:34:00+00:00","article_modified_time":"2023-10-28T08:35:13+00:00","og_image":[{"width":1520,"height":672,"url":"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/01\/formation-tensorflow.jpg","type":"image\/jpeg"}],"author":"Daniel","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"Daniel","Dur\u00e9e de lecture estim\u00e9e":"8 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/datascientest.com\/formation-tensorflow","url":"https:\/\/datascientest.com\/formation-tensorflow","name":"Formation TensorFlow : O\u00f9 apprendre \u00e0 manier le framework ?","isPartOf":{"@id":"https:\/\/datascientest.com\/#website"},"datePublished":"2021-01-17T10:34:00+00:00","dateModified":"2023-10-28T08:35:13+00:00","author":{"@id":"https:\/\/datascientest.com\/#\/schema\/person\/5a86e30c5090234fb43dd8baa83c44b0"},"description":"Suivre une formation TensorFlow, c'est ma\u00eetriser le framework open source de Google, indispensable pour la Data Science et le Deep Learning.","inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/datascientest.com\/formation-tensorflow"]}]},{"@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\/139118"}],"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=139118"}],"version-history":[{"count":0,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts\/139118\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/media\/139119"}],"wp:attachment":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/media?parent=139118"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/categories?post=139118"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/tags?post=139118"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}