{"id":31024,"date":"2024-08-31T09:28:00","date_gmt":"2024-08-31T09:28:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=31024"},"modified":"2024-09-12T16:10:05","modified_gmt":"2024-09-12T16:10:05","slug":"devenir-data-scientist-comment-faire","status":"publish","type":"post","link":"https:\/\/datascientest.com\/devenir-data-scientist-comment-faire","title":{"rendered":"Comment devenir Data Scientist ? Formations, m\u00e9tier, salaire"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"31024\" class=\"elementor elementor-31024\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e6d1c25 e-flex e-con-boxed e-con\" data-id=\"e6d1c25\" 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-e31d18c elementor-widget elementor-widget-text-editor\" data-id=\"e31d18c\" 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>Dans une soci\u00e9t\u00e9 o\u00f9 les donn\u00e9es jouent un r\u00f4le central, le m\u00e9tier de Data Scientist s\u00e9duit un nombre croissant d&rsquo;aspirants \u00e0 la recherche d&rsquo;une carri\u00e8re d&rsquo;avenir.<\/p><p>Si la science des donn\u00e9es vous fascine, cet article vous pr\u00e9sente les formations indispensables, les comp\u00e9tences cl\u00e9s, les perspectives salariales et d&rsquo;autres informations essentielles pour devenir Data Scientist.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div 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.elementor-toc__list-item{counter-increment:item}ol.elementor-toc__list-wrapper .elementor-toc__list-item-text-wrapper:before{content:counters(item,\".\") \". \"}<\/style>\t\t<div class=\"elementor-toc__header\" aria-controls=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__header-title\">\n\t\t\t\tTable des mati\u00e8res\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-label=\"Ouvrir la table des mati\u00e8res\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-label=\"Fermer la table des mati\u00e8res\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/div>\n\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-toc__body\" aria-expanded=\"true\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0b4c088 elementor-widget elementor-widget-html\" data-id=\"0b4c088\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div>\r\n  <table style=\"width: 100%; border-collapse: collapse; margin: 20px 0;\">\r\n    <thead>\r\n      <tr style=\"background-color: #f2f2f2;\">\r\n        <th style=\"border: 1px solid #dddddd; text-align: left; padding: 8px;\">Crit\u00e8res<\/th>\r\n        <th style=\"border: 1px solid #dddddd; text-align: left; padding: 8px;\">Informations<\/th>\r\n      <\/tr>\r\n    <\/thead>\r\n    <tbody>\r\n      <tr>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Niveau d'\u00e9tudes<\/td>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Bac +5 en math\u00e9matiques appliqu\u00e9es, informatique, ou data science<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Bac conseill\u00e9<\/td>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Scientifique<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Employabilit\u00e9<\/td>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Tr\u00e8s bonne<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Salaire d\u00e9butant<\/td>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">3 000 \u00e0 3 300 \u20ac<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Salaire confirm\u00e9<\/td>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">3 750 \u00e0 5 800 \u20ac<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Mobilit\u00e9<\/td>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Bonne<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Comp\u00e9tences cl\u00e9s<\/td>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Analyse de donn\u00e9es, programmation, machine learning, mod\u00e9lisation statistique<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Qualit\u00e9s requises<\/td>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Curiosit\u00e9, esprit analytique, rigueur, communication<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Secteurs d'activit\u00e9<\/td>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">E-commerce, finance, grande distribution, industrie, freelance<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Possibilit\u00e9s d'\u00e9volution<\/td>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Data Scientist Senior, Chief Data Scientist, Chief Data Officer, Consultant en Data Science<\/td>\r\n      <\/tr>\r\n      <tr>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Certifications recommand\u00e9es<\/td>\r\n        <td style=\"border: 1px solid #dddddd; padding: 8px;\">Certified Data Scientist (CDS), Cloudera Certified Data Scientist (CCDS), IBM Data Science Professional Certificate, Google Professional Data Engineer<\/td>\r\n      <\/tr>\r\n    <\/tbody>\r\n  <\/table>\r\n<\/div>\r\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7628bac elementor-widget elementor-widget-heading\" data-id=\"7628bac\" 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><h3 class=\"elementor-heading-title elementor-size-large\">Devenir Data Scientist : en quoi \u00e7a consiste ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd4ac7b elementor-widget elementor-widget-heading\" data-id=\"bd4ac7b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Le r\u00f4le et les missions du Data Scientist\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1bf422 elementor-widget elementor-widget-text-editor\" data-id=\"f1bf422\" 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 <\/span><a href=\"https:\/\/datascientest.com\/metier-data-scientist\"><span style=\"font-weight: 400;\">Data Scientist<\/span><\/a><span style=\"font-weight: 400;\"> est un <\/span><b>expert en analyse de donn\u00e9es<\/b><span style=\"font-weight: 400;\"> capable de transformer des donn\u00e9es brutes en informations pr\u00e9cieuses pour aider les entreprises \u00e0 prendre des d\u00e9cisions strat\u00e9giques. Il utilise des techniques avanc\u00e9es de <\/span><b>statistiques<\/b><span style=\"font-weight: 400;\">, de <\/span><a href=\"https:\/\/datascientest.com\/machine-learning-tout-savoir\"><span style=\"font-weight: 400;\">machine learning<\/span><\/a><span style=\"font-weight: 400;\"> et de <\/span><b>programming<\/b><span style=\"font-weight: 400;\"> pour analyser de grandes quantit\u00e9s de donn\u00e9es vari\u00e9es.<\/span><\/p><p><span style=\"font-weight: 400;\">Les missions d&rsquo;un Data Scientist incluent la <\/span><b>collecte<\/b><span style=\"font-weight: 400;\"> et la <\/span><b>structuration<\/b><span style=\"font-weight: 400;\"> des donn\u00e9es, la <\/span><a href=\"https:\/\/datascientest.com\/quest-ce-que-cest-le-predictive-modelling\"><span style=\"font-weight: 400;\">cr\u00e9ation de mod\u00e8les pr\u00e9dictifs<\/span><\/a><span style=\"font-weight: 400;\">, l&rsquo;\u00e9valuation et l&rsquo;am\u00e9lioration de ces mod\u00e8les, ainsi que la pr\u00e9sentation des r\u00e9sultats sous forme de <\/span><a href=\"https:\/\/datascientest.com\/avec-la-data-visualisation-donnez-du-sens-a-vos-donnees\"><span style=\"font-weight: 400;\">visualisations<\/span><\/a><span style=\"font-weight: 400;\"> claires et compr\u00e9hensibles. Ces visualisations permettent aux d\u00e9cideurs de comprendre facilement les insights et de les utiliser pour orienter la strat\u00e9gie de l&rsquo;entreprise.<\/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-5b7d8cb elementor-widget elementor-widget-heading\" data-id=\"5b7d8cb\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Secteurs d\u2019intervention, recrutements et salaires\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-81b3490 elementor-widget elementor-widget-text-editor\" data-id=\"81b3490\" 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;\">En entreprise, le Data Scientist peut travailler dans une multitude de secteurs tels que la <\/span><b>finance<\/b><span style=\"font-weight: 400;\">, l&rsquo;<\/span><b>assurance<\/b><span style=\"font-weight: 400;\">, le <\/span><b>e-commerce<\/b><span style=\"font-weight: 400;\">, la <\/span><b>grande distribution<\/b><span style=\"font-weight: 400;\">, et bien d&rsquo;autres. Gr\u00e2ce \u00e0 ses comp\u00e9tences en <\/span><a href=\"https:\/\/datascientest.com\/data-science-definition\"><span style=\"font-weight: 400;\">data science<\/span><\/a><span style=\"font-weight: 400;\">, il contribue \u00e0 l&rsquo;optimisation des op\u00e9rations, \u00e0 l&rsquo;am\u00e9lioration de la qualit\u00e9 des produits et services, et \u00e0 la fid\u00e9lisation des clients.<\/span><\/p><p><span style=\"font-weight: 400;\">Avec la n\u00e9cessit\u00e9 croissante d\u2019exploiter ses donn\u00e9es pour rester comp\u00e9titives, les entreprises se rendent compte du <\/span><b>r\u00f4le indispensable <\/b><span style=\"font-weight: 400;\">des Data Scientist au sein de leurs \u00e9quipes. Cette prise de conscience \u00e0 alors engendr\u00e9, d\u00e9but 2023, une <\/span><a href=\"https:\/\/www.grandeecolenumerique.fr\/sites\/default\/files\/top_30_des_besoins_en_talents_du_numerique_par_region_-_avril_2023.pdf\"><span style=\"font-weight: 400;\">explosion de 51,9% de la demande en Data Scientist<\/span><\/a><span style=\"font-weight: 400;\">. Une tendance qui s\u2019est stabilis\u00e9e en 2024 et qui semble persister pour les ann\u00e9es \u00e0 venir.<\/span><\/p><p><span style=\"font-weight: 400;\">Les <\/span><a href=\"https:\/\/datascientest.com\/salaire-data-scientist\"><span style=\"font-weight: 400;\">salaires des Data Scientists<\/span><\/a><span style=\"font-weight: 400;\"> sont tr\u00e8s attractifs. En d\u00e9but de carri\u00e8re, un Data Scientist peut gagner entre <\/span><b>3 000 \u20ac et 3 700 \u20ac bruts par mois<\/b><span style=\"font-weight: 400;\">. Avec l&rsquo;exp\u00e9rience, ce salaire peut rapidement atteindre entre <strong>4<\/strong><\/span><b>\u00a0500 \u20ac et 6 000 \u20ac par mois<\/b><span style=\"font-weight: 400;\">, voire plus dans certains secteurs et localisations g\u00e9ographiques.<\/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-899bd34 elementor-widget elementor-widget-html\" data-id=\"899bd34\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<!DOCTYPE html>\r\n<html lang=\"fr\">\r\n<head>\r\n    <meta charset=\"UTF-8\">\r\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\r\n    <title>Tableau des Salaires des Data Analysts<\/title>\r\n    <style>\r\n        table {\r\n            width: 100%;\r\n            border-collapse: collapse;\r\n        }\r\n        th, td {\r\n            border: 1px solid black;\r\n            padding: 8px;\r\n            text-align: left;\r\n        }\r\n        th {\r\n            background-color: #f2f2f2;\r\n        }\r\n    <\/style>\r\n<\/head>\r\n<body>\r\n    <table>\r\n        <thead>\r\n            <tr>\r\n                <th>Niveau d'exp\u00e9rience<\/th>\r\n                <th>Salaire annuel brut (\u20ac)<\/th>\r\n                <th>Salaire annuel brut (USD)<\/th>\r\n            <\/tr>\r\n        <\/thead>\r\n        <tbody>\r\n            <tr>\r\n                <td>D\u00e9butant<\/td>\r\n                <td>35 000 - 40 000<\/td>\r\n                <td>38 000 - 43 000<\/td>\r\n            <\/tr>\r\n            <tr>\r\n                <td>Junior<\/td>\r\n                <td>40 000 - 45 000<\/td>\r\n                <td>43 000 - 48 000<\/td>\r\n            <\/tr>\r\n            <tr>\r\n                <td>Exp\u00e9riment\u00e9<\/td>\r\n                <td>45 000 - 50 000<\/td>\r\n                <td>48 000 - 54 000<\/td>\r\n            <\/tr>\r\n            <tr>\r\n                <td>Senior<\/td>\r\n                <td>54 466 - 72 250<\/td>\r\n                <td>58 000 - 77 000<\/td>\r\n            <\/tr>\r\n            <tr>\r\n                <td>Freelance<\/td>\r\n                <td>400 - 600 par jour<\/td>\r\n                <td>430 - 650 par jour<\/td>\r\n            <\/tr>\r\n        <\/tbody>\r\n    <\/table>\r\n<\/body>\r\n<\/html>\r\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e233d5a elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"e233d5a\" 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-md\" href=\"https:\/\/datascientest.com\/salaire-data-scientist\">\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 les salaires des Data Scientist<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-efeea0b elementor-widget elementor-widget-heading\" data-id=\"efeea0b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Les perspectives d\u2019\u00e9volution d'une carri\u00e8re en Data Science\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d57969 elementor-widget elementor-widget-text-editor\" data-id=\"4d57969\" 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 carri\u00e8re en Data Science offre de <\/span><b>nombreuses opportunit\u00e9s<\/b><span style=\"font-weight: 400;\"> d&rsquo;\u00e9volution. Un Data Scientist d\u00e9butant commence souvent comme <\/span><a href=\"https:\/\/datascientest.com\/data-analyst-tout-savoir\"><span style=\"font-weight: 400;\">Data Analyst<\/span><\/a><span style=\"font-weight: 400;\"> avant de progresser vers des postes plus strat\u00e9giques comme <\/span><a href=\"https:\/\/datascientest.com\/chief-data-scientist-tout-savoir\"><span style=\"font-weight: 400;\">Chief Data Scientist<\/span><\/a><span style=\"font-weight: 400;\"> ou <\/span><a href=\"https:\/\/datascientest.com\/chief-data-officer-tout-savoir\"><span style=\"font-weight: 400;\">Chief Data Officer<\/span><\/a><span style=\"font-weight: 400;\">. Ces r\u00f4les impliquent la <\/span><b>gestion d&rsquo;\u00e9quipes<\/b><span style=\"font-weight: 400;\"> de data scientists et la participation aux d\u00e9cisions strat\u00e9giques de l&rsquo;entreprise.<\/span><\/p><p><span style=\"font-weight: 400;\">En outre, les Data Scientists peuvent se sp\u00e9cialiser dans des domaines tels que le <\/span><b>machine learning<\/b><span style=\"font-weight: 400;\">, l&rsquo;<\/span><a href=\"https:\/\/datascientest.com\/intelligence-artificielle-definition\"><span style=\"font-weight: 400;\">intelligence artificielle<\/span><\/a><span style=\"font-weight: 400;\">, ou encore la gestion de grandes <\/span><a href=\"https:\/\/datascientest.com\/base-de-donnees-definition\"><span style=\"font-weight: 400;\">bases de donn\u00e9es<\/span><\/a><span style=\"font-weight: 400;\">, ce qui leur permet de rester \u00e0 la pointe de l&rsquo;innovation technologique et d&rsquo;augmenter leur valeur sur le march\u00e9 de l&#8217;emploi.<\/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-7577d64 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"7577d64\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=ixVR8uPetHQ&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.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-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ce7636 elementor-widget elementor-widget-heading\" data-id=\"6ce7636\" 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-large\">Diff\u00e9rences entre Data Engineer et Data Scientist et Data Analyst\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc1b6a8 elementor-widget elementor-widget-heading\" data-id=\"fc1b6a8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Data Engineer vs Data Scientist\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fd9572 elementor-widget elementor-widget-text-editor\" data-id=\"2fd9572\" 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;\">Les <\/span><a href=\"https:\/\/datascientest.com\/data-engineer-tout-savoir\"><span style=\"font-weight: 400;\">Data Engineers<\/span><\/a><span style=\"font-weight: 400;\"> et les Data Scientists ont des <\/span><b>r\u00f4les compl\u00e9mentaires<\/b><span style=\"font-weight: 400;\"> mais distincts au sein des \u00e9quipes de donn\u00e9es.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Les Data Engineers se concentrent sur la <\/span><b>construction et la maintenance de l\u2019infrastructure de donn\u00e9es<\/b><span style=\"font-weight: 400;\">, assurant que les donn\u00e9es soient bien organis\u00e9es, accessibles et pr\u00eates pour l\u2019analyse. Ils sont responsables de la collecte, de la transformation et du stockage des donn\u00e9es.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">En revanche, les Data Scientists utilisent ces donn\u00e9es pour <\/span><b>analyser, mod\u00e9liser et pr\u00e9dire des tendances<\/b><span style=\"font-weight: 400;\">. Ils appliquent des techniques de machine learning et des <\/span><a href=\"https:\/\/datascientest.com\/algorithme-tout-savoir\"><span style=\"font-weight: 400;\">algorithmes statistiques<\/span><\/a><span style=\"font-weight: 400;\"> pour extraire des insights qui peuvent aider \u00e0 la prise de d\u00e9cisions strat\u00e9giques.<\/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-7d2889c elementor-widget elementor-widget-heading\" data-id=\"7d2889c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Data Engineer vs Data Analyst\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89065ff elementor-widget elementor-widget-text-editor\" data-id=\"89065ff\" 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;\">Les Data Engineers et les Data Analysts ont \u00e9galement des <\/span><b>responsabilit\u00e9s distinctes<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">Les Data Engineers se chargent de la construction des <\/span><a href=\"https:\/\/datascientest.com\/pipeline-de-donnees\"><span style=\"font-weight: 400;\">pipelines de donn\u00e9es<\/span><\/a><span style=\"font-weight: 400;\"> et de l\u2019<\/span><b>optimisation de l\u2019infrastructure<\/b><span style=\"font-weight: 400;\"> pour permettre un acc\u00e8s rapide et fiable aux donn\u00e9es. Ils s\u2019assurent que les donn\u00e9es brutes sont transform\u00e9es en donn\u00e9es propres et utilisables.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Les Data Analysts, quant \u00e0 eux, se concentrent sur l\u2019<\/span><b>analyse des donn\u00e9es<\/b><span style=\"font-weight: 400;\"> pour fournir des rapports et des visualisations qui aident les entreprises \u00e0 comprendre les tendances et \u00e0 prendre des d\u00e9cisions inform\u00e9es. Ils utilisent des outils comme SQL, Excel et des logiciels de visualisation de donn\u00e9es pour interpr\u00e9ter les donn\u00e9es fournies par les Data Engineers.<\/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-8f68b54 elementor-widget elementor-widget-heading\" data-id=\"8f68b54\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Data Analyst vs Data Scientist\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7cd156 elementor-widget elementor-widget-text-editor\" data-id=\"b7cd156\" 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;\">Les Data Analysts et les Data Scientists <\/span><b>partagent certains outils et techniques<\/b><span style=\"font-weight: 400;\">, mais leurs r\u00f4les diff\u00e8rent en termes de complexit\u00e9 et de port\u00e9e des analyses.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Les Data Analysts se concentrent principalement sur la <\/span><a href=\"https:\/\/datascientest.com\/avec-la-data-visualisation-donnez-du-sens-a-vos-donnees\"><span style=\"font-weight: 400;\">visualisation des donn\u00e9es<\/span><\/a><span style=\"font-weight: 400;\"> et la cr\u00e9ation de rapports pour aider \u00e0 la prise de d\u00e9cision op\u00e9rationnelle. Ils utilisent des outils d\u2019analyse descriptive pour <\/span><b>identifier les tendances<\/b><span style=\"font-weight: 400;\"> et les anomalies dans les donn\u00e9es.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Les Data Scientists vont plus loin en utilisant des <\/span><a href=\"https:\/\/datascientest.com\/machine-learning-tout-savoir\"><span style=\"font-weight: 400;\">techniques de machine learning<\/span><\/a><span style=\"font-weight: 400;\"> et des mod\u00e8les pr\u00e9dictifs pour non seulement comprendre les donn\u00e9es, mais aussi pour <\/span><b>pr\u00e9dire des tendances futures<\/b><span style=\"font-weight: 400;\"> et proposer des solutions innovantes. Ils travaillent souvent sur des projets plus complexes qui n\u00e9cessitent une connaissance approfondie des algorithmes et des techniques de mod\u00e9lisation avanc\u00e9es.<\/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-a56d02f elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"a56d02f\" 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-md\" href=\"https:\/\/datascientest.com\/formations-data\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">D\u00e9couvrir nos formations en Data Science<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bec066 elementor-widget elementor-widget-heading\" data-id=\"6bec066\" 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-large\">Comment choisir sa formation pour devenir Data Scientist ?\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-af12bc3 elementor-widget elementor-widget-heading\" data-id=\"af12bc3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Dipl\u00f4mes et Certifications\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47e2e97 elementor-widget elementor-widget-heading\" data-id=\"47e2e97\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Licences en Data Science\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d518031 elementor-widget elementor-widget-text-editor\" data-id=\"d518031\" 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 d\u00e9buter une carri\u00e8re de <\/span><b>Data Scientist<\/b><span style=\"font-weight: 400;\">, il est essentiel d&rsquo;acqu\u00e9rir une solide base en informatique et en math\u00e9matiques. De nombreuses universit\u00e9s proposent des <\/span><b>licences en informatique<\/b><span style=\"font-weight: 400;\">, en <\/span><b>math\u00e9matiques<\/b><span style=\"font-weight: 400;\"> ou en <\/span><b>sciences des donn\u00e9es<\/b><span style=\"font-weight: 400;\">. Ces programmes couvrent des sujets fondamentaux tels que les algorithmes, la programmation, et les statistiques. Parmi les \u00e9tablissements r\u00e9put\u00e9s, on peut citer le CNAM, l&rsquo;Universit\u00e9 Paris Dauphine, et l&rsquo;Universit\u00e9 Gustave Eiffel.<\/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-1d41531 elementor-widget elementor-widget-heading\" data-id=\"1d41531\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Masters en Data Science\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-052aa19 elementor-widget elementor-widget-text-editor\" data-id=\"052aa19\" 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;\">Les <\/span><b>masters sp\u00e9cialis\u00e9s en Data Science<\/b><span style=\"font-weight: 400;\"> offrent une formation approfondie et avanc\u00e9e dans le domaine. Ces programmes incluent des cours sur le <\/span><b>machine learning<\/b><span style=\"font-weight: 400;\">, le <\/span><a href=\"https:\/\/datascientest.com\/big-data-tout-savoir\"><span style=\"font-weight: 400;\">big data<\/span><\/a><span style=\"font-weight: 400;\">, et l&rsquo;<\/span><b>intelligence artificielle<\/b><span style=\"font-weight: 400;\">. Ils sont propos\u00e9s par des institutions prestigieuses telles que l&rsquo;EDHEC, l&rsquo;Universit\u00e9 Paris Dauphine, HEC, ESSEC, et l&rsquo;\u00c9cole Polytechnique. Obtenir un master en Data Science garantit une <\/span><b>excellente employabilit\u00e9<\/b><span style=\"font-weight: 400;\"> gr\u00e2ce \u00e0 une formation rigoureuse et \u00e0 des comp\u00e9tences pratiques avanc\u00e9es.<\/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-0fb5e5b elementor-widget elementor-widget-heading\" data-id=\"0fb5e5b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Certifications Professionnelles et Formations\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-315446c elementor-widget elementor-widget-text-editor\" data-id=\"315446c\" 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 ceux qui souhaitent une <\/span><b>alternative plus rapide<\/b><span style=\"font-weight: 400;\"> aux dipl\u00f4mes traditionnels, les formations et certifications professionnelles sont une excellente option. Des organisations comme l&rsquo;ENSAE, OpenClassroom, et <\/span><a href=\"https:\/\/datascientest.com\/formations-data\"><span style=\"font-weight: 400;\">DataScientest<\/span><\/a><span style=\"font-weight: 400;\"> offrent des programmes de certification en Data Science. Ces certifications permettent d&rsquo;acqu\u00e9rir des comp\u00e9tences sp\u00e9cifiques et sont souvent plus flexibles et moins co\u00fbteuses. Elles sont id\u00e9ales pour les <\/span><b>professionnels en reconversion<\/b><span style=\"font-weight: 400;\"> ou ceux cherchant \u00e0 se sp\u00e9cialiser rapidement.<\/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-1ace215 elementor-widget elementor-widget-shortcode\" data-id=\"1ace215\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"section\" data-elementor-id=\"248143\" class=\"elementor elementor-248143\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-96b4072 e-flex e-con-boxed e-con\" data-id=\"96b4072\" 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-2e6489d elementor-widget elementor-widget-html\" data-id=\"2e6489d\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<!DOCTYPE html>\n<html lang=\"fr\">\n<head>\n    <meta charset=\"UTF-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n    <style>\n        .container {\n            background-color: #F9CB5E;\n            border-radius: 8px;\n            padding: 20px;\n            width: 80%;\n            max-width: 800px;\n            margin: auto;\n            text-align: left;\n            box-sizing: border-box;\n        }\n        .icon {\n            width: 60px;\n            height: 70px;\n            vertical-align: middle;\n            margin-right: 10px;\n            margin-top: -10px; \/* Adjust this value to move the icon up or down *\/\n        }\n        .content {\n            font-size: 16px;\n            color: #000000;\n            margin: 20px 0;\n        }\n        .highlight {\n            font-weight: bold;\n        }\n        .link {\n            color: #4628DD;\n            text-decoration: none;\n        }\n        .button {\n            display: inline-block;\n            background-color: #4628DD;\n            color: #FFFFFF;\n            padding: 10px 20px;\n            border-radius: 5px;\n            text-align: center;\n            text-decoration: none;\n            font-size: 16px;\n            margin-top: 20px;\n        }\n        .elementor-heading-title {\n            font-family: \"Urbanist\", Sans-serif;\n            font-size: 28px;\n            font-weight: bold;\n            margin: 0;\n            display: inline-block;\n            vertical-align: middle;\n        }\n        @media (max-width: 600px) {\n            .container {\n                width: 90%;\n                padding: 10px;\n            }\n            .content {\n                font-size: 14px;\n            }\n            .button {\n                font-size: 14px;\n                padding: 8px 16px;\n            }\n        }\n    <\/style>\n<\/head>\n<body>\n    <div class=\"container\">\n        <div>\n            <img decoding=\"async\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/07\/icon_form_dst-e1722440000130.png\" alt=\"feuille de test aux couleurs de DataScientest\" class=\"icon\">\n            <p class=\"elementor-heading-title elementor-size-default\">\u00cates-vous fait pour travailler dans la Data ?<\/br> Faites le test ! <\/p>\n        <\/div>\n        <div class=\"content\">\n            Vous aimeriez savoir si vous avez les comp\u00e9tences pour faire carri\u00e8re dans la <b>Data Science<\/b> ?\n            D\u00e9couvrez-le en <b>2 minutes<\/b> gr\u00e2ce \u00e0 <b>notre test en ligne gratuit<\/b>. Recevez une \u00e9valuation personnalis\u00e9e et des recommandations sur le m\u00e9tier de la data qui vous correspond.\n            Ne manquez pas cette chance de <b>transformer votre avenir professionnel<\/b> !\n        <\/div>\n        <div style=\"margin-top: 20px;\">\n            <a id=\"button_tst\" class=\"elementor-button elementor-button-link\" href=\"https:\/\/datascientest.com\/questionnaire-profil-data?utm_source=datascientest.com&utm_medium=internal&utm_campaign=banner_articles_tst\" target=\"_blank\">\n                <span class=\"elementor-button-content-wrapper\">\n                    <span class=\"elementor-button-text\">Faire le test en ligne<\/span>\n                <\/span>\n            <\/a>\n        <\/div>\n    <\/div>\n<\/html>\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<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f41d93 elementor-widget elementor-widget-heading\" data-id=\"4f41d93\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Les dipl\u00f4mes \u00e0 privil\u00e9gier en Data Science<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2da9d63 elementor-widget elementor-widget-text-editor\" data-id=\"2da9d63\" 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;\">Choisir une formation qui nous convient d\u00e9pend de nombreux crit\u00e8res qu\u2019il revient \u00e0 chacun de classer selon leurs <\/span><b>importances personnelles<\/b><span style=\"font-weight: 400;\">. Qu\u2019il s\u2019agisse de la localisation, des sp\u00e9cialisations vis\u00e9es, du domaine d\u2019activit\u00e9 ou d\u2019un projet de carri\u00e8re d\u00e9j\u00e0 trac\u00e9, de nombreux \u00e9tablissements proposent <\/span><b>diff\u00e9rentes formations pour s\u2019adapter \u00e0 chaque profil<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">Pour vous aider dans vos recherches, voici une liste non exhaustive des <\/span><a href=\"https:\/\/datascientest.com\/meilleures-formations-data-scientist-france\"><span style=\"font-weight: 400;\">meilleures formations de Data Scientist en France<\/span><\/a><span style=\"font-weight: 400;\"> :<\/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-e33b3f1 elementor-widget elementor-widget-html\" data-id=\"e33b3f1\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<!DOCTYPE html>\r\n<html lang=\"fr\">\r\n<head>\r\n    <meta charset=\"UTF-8\">\r\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\r\n    <style>\r\n        table {\r\n            width: 100%;\r\n            border-collapse: collapse;\r\n        }\r\n        th, td {\r\n            border: 1px solid #dddddd;\r\n            text-align: left;\r\n            padding: 8px;\r\n        }\r\n        th {\r\n            background-color: #f2f2f2;\r\n        }\r\n        tr:nth-child(even) {\r\n            background-color: #f9f9f9;\r\n        }\r\n        tr:nth-child(odd) {\r\n            background-color: #e6e6e6;\r\n        }\r\n    <\/style>\r\n<\/head>\r\n<body>\r\n<table>\r\n    <tr>\r\n        <th>Formation & \u00c9tablissement<\/th>\r\n        <th>Points forts<\/th>\r\n        <th>Co\u00fbt<\/th>\r\n    <\/tr>\r\n    <tr>\r\n        <td>Data Scientist - DataScientest x Mines Paris - PSL<\/td>\r\n        <td>Approche pratique, flexibilit\u00e9, reconnaissance RNCP<\/td>\r\n        <td>6 490\u20ac<\/td>\r\n    <\/tr>\r\n    <tr>\r\n        <td>MSc Data Management & AI - ECE Paris<\/td>\r\n        <td>Programme complet, certifications Microsoft<\/td>\r\n        <td>21 400\u20ac (total)<\/td>\r\n    <\/tr>\r\n    <tr>\r\n        <td>Master 2 IASD - Paris Dauphine - PSL<\/td>\r\n        <td>Programme multidisciplinaire, stage pratique<\/td>\r\n        <td>256\u20ac par an<\/td>\r\n    <\/tr>\r\n    <tr>\r\n        <td>Master Data Science for Business - \u00c9cole Polytechnique x HEC<\/td>\r\n        <td>Enseignement en anglais, innovation<\/td>\r\n        <td>51 100\u20ac (total)<\/td>\r\n    <\/tr>\r\n    <tr>\r\n        <td>Master DSBA - CentraleSup\u00e9lec x ESSEC<\/td>\r\n        <td>Dipl\u00f4me prestigieux, enseignement en anglais<\/td>\r\n        <td>42 800\u20ac (total)<\/td>\r\n    <\/tr>\r\n<\/table>\r\n\r\n<\/body>\r\n<\/html>\r\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79e7054 elementor-widget elementor-widget-heading\" data-id=\"79e7054\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Inscrivez-vous \u00e0 la formation Data Scientist de DataScientest\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-760bba8 elementor-widget elementor-widget-text-editor\" data-id=\"760bba8\" 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><a href=\"https:\/\/datascientest.com\/\"><span style=\"font-weight: 400;\">DataScientest<\/span><\/a><span style=\"font-weight: 400;\"> propose une <\/span><b>formation compl\u00e8te et flexible<\/b><span style=\"font-weight: 400;\"> pour devenir Data Scientist. Adapt\u00e9e \u00e0 votre emploi du temps, cette formation utilise une approche <\/span><b>learning by doing<\/b><span style=\"font-weight: 400;\">, avec des projets r\u00e9els et l&rsquo;utilisation de technologies avanc\u00e9es. De plus, diverses options de financement, telles que le <\/span><a href=\"https:\/\/datascientest.com\/cpf-definition-utlisation\"><span style=\"font-weight: 400;\">CPF<\/span><\/a><span style=\"font-weight: 400;\"> et d&rsquo;autres aides publiques, rendent cette formation accessible \u00e0 tous.<\/span><\/p><p><span style=\"font-weight: 400;\">En choisissant DataScientest, vous obtenez des <\/span><b>certifications professionnelles reconnues<\/b><span style=\"font-weight: 400;\"> qui renforcent votre employabilit\u00e9. Chaque \u00e9tudiant b\u00e9n\u00e9ficie d&rsquo;un accompagnement personnalis\u00e9 et de conseils de carri\u00e8re pour garantir une r\u00e9ussite tant acad\u00e9mique que professionnelle. Optez pour une formation adapt\u00e9e aux besoins des professionnels modernes et sp\u00e9cialisez-vous rapidement et efficacement en tant que Data Scientist.<\/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-7534716 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"7534716\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=96Mj4FmB8D0&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f085d21 elementor-widget elementor-widget-heading\" data-id=\"f085d21\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">\u00c9coles ou formations : que choisir ?\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c531ec elementor-widget elementor-widget-heading\" data-id=\"3c531ec\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Avantages et Inconv\u00e9nients\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-860b76c elementor-widget elementor-widget-text-editor\" data-id=\"860b76c\" 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;\">Choisir entre une formation en \u00e9cole et une <\/span><b>formation professionnelle<\/b><span style=\"font-weight: 400;\"> d\u00e9pend de vos objectifs de carri\u00e8re et de votre situation personnelle.<\/span><\/p><p><span style=\"font-weight: 400;\">Les <\/span><b>\u00e9coles<\/b><span style=\"font-weight: 400;\"> offrent une formation acad\u00e9mique approfondie et reconnue, avec des programmes structur\u00e9s sur plusieurs ann\u00e9es. Elles permettent d&rsquo;acqu\u00e9rir des <\/span><b>connaissances th\u00e9oriques<\/b><span style=\"font-weight: 400;\"> solides et de b\u00e9n\u00e9ficier d&rsquo;un large r\u00e9seau professionnel. Cependant, ces \u00e9tudes peuvent \u00eatre co\u00fbteuses et n\u00e9cessitent un engagement de temps important.<\/span><\/p><p><span style=\"font-weight: 400;\">En revanche, les <\/span><b>formations professionnelles<\/b><span style=\"font-weight: 400;\">, telles que les certifications et les bootcamps, sont g\u00e9n\u00e9ralement plus courtes et plus flexibles. Elles se concentrent sur des <\/span><b>comp\u00e9tences pratiques et sp\u00e9cifiques<\/b><span style=\"font-weight: 400;\">, facilitant une insertion rapide sur le march\u00e9 du travail. Cependant, elles peuvent manquer de profondeur th\u00e9orique et de reconnaissance acad\u00e9mique contrairement aux dipl\u00f4mes universitaires.<\/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-a1a54e1 elementor-widget elementor-widget-heading\" data-id=\"a1a54e1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Co\u00fbt et dur\u00e9e\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d390ee5 elementor-widget elementor-widget-text-editor\" data-id=\"d390ee5\" 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 co\u00fbt et la dur\u00e9e des formations varient consid\u00e9rablement entre les \u00e9coles et les formations professionnelles.<\/span><\/p><p><span style=\"font-weight: 400;\">Les <\/span><b>programmes universitaires<\/b><span style=\"font-weight: 400;\">, comme les licences et les masters, peuvent durer de trois \u00e0 cinq ans avec des frais de scolarit\u00e9 allant de quelques centaines \u00e0 <\/span><b>plusieurs milliers d&rsquo;euros par an<\/b><span style=\"font-weight: 400;\">. Ces co\u00fbts incluent souvent des frais suppl\u00e9mentaires pour les mat\u00e9riaux, les livres et d&rsquo;autres ressources p\u00e9dagogiques.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00c0 l&rsquo;inverse, les <\/span><b>certifications professionnelles<\/b><span style=\"font-weight: 400;\"> et les bootcamps sont plus courts, g\u00e9n\u00e9ralement de quelques mois, et leurs co\u00fbts varient entre <\/span><b>1 000 \u20ac et 10 000 \u20ac<\/b><span style=\"font-weight: 400;\">. Ces formations sont souvent intensives et concentr\u00e9es, permettant d&rsquo;acqu\u00e9rir rapidement des comp\u00e9tences sp\u00e9cifiques.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Il est crucial de consid\u00e9rer ces facteurs en fonction de vos ressources financi\u00e8res et de votre disponibilit\u00e9.<\/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-fbccf9b elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"fbccf9b\" 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-md\" href=\"https:\/\/datascientest.com\/formation-data-scientist\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">D\u00e9couvrir notre formation Data Scientist<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31bf2ce elementor-widget elementor-widget-heading\" data-id=\"31bf2ce\" 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-large\">Quelles sont les comp\u00e9tences et qualit\u00e9s \u00e0 ma\u00eetriser pour devenir Data Scientist ?\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a449b70 elementor-widget elementor-widget-heading\" data-id=\"a449b70\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Comp\u00e9tences techniques\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ae9eec elementor-widget elementor-widget-heading\" data-id=\"8ae9eec\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Langages de programmation\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a76c20a elementor-widget elementor-widget-text-editor\" data-id=\"a76c20a\" 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 r\u00e9ussir en tant que <\/span>Data Scientist<span style=\"font-weight: 400;\">, il est crucial de ma\u00eetriser plusieurs comp\u00e9tences techniques. Parmi celles-ci, la programmation est essentielle, notamment dans des langages tels que <\/span><a href=\"https:\/\/datascientest.com\/python-tout-savoir\"><span style=\"font-weight: 400;\">Python<\/span><\/a><span style=\"font-weight: 400;\"> et <\/span><a href=\"https:\/\/datascientest.com\/langage-r-tout-savoir\"><span style=\"font-weight: 400;\">R<\/span><\/a><span style=\"font-weight: 400;\">, qui sont largement utilis\u00e9s pour l&rsquo;analyse de donn\u00e9es et le machine learning.<\/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-adf880b elementor-widget elementor-widget-heading\" data-id=\"adf880b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Math\u00e9matiques et statistiques\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a8a3dfe elementor-widget elementor-widget-text-editor\" data-id=\"a8a3dfe\" 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 solide compr\u00e9hension des statistiques et des math\u00e9matiques appliqu\u00e9es est \u00e9galement n\u00e9cessaire. Ces connaissances permettent de <\/span><b>cr\u00e9er des mod\u00e8les pr\u00e9dictifs<\/b><span style=\"font-weight: 400;\"> et d&rsquo;interpr\u00e9ter les r\u00e9sultats de mani\u00e8re significative.<\/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-b26d895 elementor-widget elementor-widget-heading\" data-id=\"b26d895\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Base de donn\u00e9es\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b1c9fa elementor-widget elementor-widget-text-editor\" data-id=\"3b1c9fa\" 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 gestion des bases de donn\u00e9es est une autre comp\u00e9tence cl\u00e9. Savoir utiliser <\/span><a href=\"https:\/\/datascientest.com\/sql-tout-savoir\"><span style=\"font-weight: 400;\">SQL<\/span><\/a><span style=\"font-weight: 400;\"> pour <\/span><b>interroger et manipuler<\/b><span style=\"font-weight: 400;\"> des bases de donn\u00e9es est fondamental pour extraire et organiser les donn\u00e9es n\u00e9cessaires \u00e0 l&rsquo;analyse.<\/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-a35aed3 elementor-widget elementor-widget-heading\" data-id=\"a35aed3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Machine Learning\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c6bb232 elementor-widget elementor-widget-text-editor\" data-id=\"c6bb232\" 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;\">Enfin, la capacit\u00e9 \u00e0 appliquer des techniques de machine learning et \u00e0 travailler avec des <strong>outils de <\/strong><\/span><b>big data<\/b><span style=\"font-weight: 400;\"> est indispensable pour analyser de grands ensembles de donn\u00e9es et d\u00e9couvrir des insights pr\u00e9cieux.<\/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-bf1d691 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"bf1d691\" 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-md\" href=\"https:\/\/datascientest.com\/formation-data-scientist\">\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\">Devenir expert en data science<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-845717f elementor-widget elementor-widget-heading\" data-id=\"845717f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Qualit\u00e9s professionnelles\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26bc7d9 elementor-widget elementor-widget-heading\" data-id=\"26bc7d9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Sociabilit\u00e9\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bae8e69 elementor-widget elementor-widget-text-editor\" data-id=\"bae8e69\" 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;\">Outre les comp\u00e9tences techniques, un bon Data Scientist doit \u00e9galement poss\u00e9der plusieurs comp\u00e9tences non techniques. La <\/span><b>communication<\/b><span style=\"font-weight: 400;\"> est essentielle pour expliquer les r\u00e9sultats d&rsquo;analyse \u00e0 des publics non techniques et pour collaborer efficacement avec les \u00e9quipes et les parties prenantes.<\/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-8622343 elementor-widget elementor-widget-heading\" data-id=\"8622343\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Gestion du temps\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b93c8b elementor-widget elementor-widget-text-editor\" data-id=\"8b93c8b\" 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 gestion de projet est une comp\u00e9tence importante, car les Data Scientists travaillent souvent sur <\/span><b>plusieurs projets simultan\u00e9ment<\/b><span style=\"font-weight: 400;\"> et doivent \u00eatre capables de prioriser et de g\u00e9rer leur temps efficacement.<\/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-476da6b elementor-widget elementor-widget-heading\" data-id=\"476da6b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Esprit d'analyse et de synth\u00e8se\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ca3429c elementor-widget elementor-widget-text-editor\" data-id=\"ca3429c\" 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 autre comp\u00e9tence cl\u00e9 est la <\/span><b>r\u00e9solution de probl\u00e8mes<\/b><span style=\"font-weight: 400;\">. Les Data Scientists doivent \u00eatre capables de penser de mani\u00e8re critique et de trouver des solutions cr\u00e9atives aux d\u00e9fis analytiques.<\/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-4042da2 elementor-widget elementor-widget-heading\" data-id=\"4042da2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Curiosit\u00e9\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-97120e9 elementor-widget elementor-widget-text-editor\" data-id=\"97120e9\" 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;\">Enfin, la curiosit\u00e9 et la <\/span><b>soif d&rsquo;apprendre<\/b><span style=\"font-weight: 400;\"> sont des qualit\u00e9s importantes, car le domaine de la data science \u00e9volue rapidement et il est crucial de <\/span><b>se tenir inform\u00e9 <\/b><span style=\"font-weight: 400;\">des derni\u00e8res tendances et technologies.<\/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-1b144e3 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"1b144e3\" 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-md\" href=\"https:\/\/datascientest.com\/formation-data-scientist\">\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\">Devenir Data Scientist en 3 mois<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4670664 elementor-widget elementor-widget-heading\" data-id=\"4670664\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Outils, biblioth\u00e8ques et frameworks\n<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-716e457 elementor-widget elementor-widget-heading\" data-id=\"716e457\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Outils<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c511c8d elementor-widget elementor-widget-text-editor\" data-id=\"c511c8d\" 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;\">Les outils sont essentiels pour le travail quotidien d&rsquo;un Data Scientist. Parmi les plus utilis\u00e9s, <\/span><b>Python<\/b><span style=\"font-weight: 400;\"> et <\/span><b>R<\/b><span style=\"font-weight: 400;\"> se distinguent pour leur puissance et leur flexibilit\u00e9. Python est particuli\u00e8rement appr\u00e9ci\u00e9 pour sa simplicit\u00e9 et son efficacit\u00e9, notamment avec des <\/span><a href=\"https:\/\/datascientest.com\/ide\"><span style=\"font-weight: 400;\">IDE<\/span><\/a><span style=\"font-weight: 400;\"> comme <\/span><a href=\"https:\/\/datascientest.com\/jupyter-notebook-tout-savoir\"><span style=\"font-weight: 400;\">Jupyter Notebook<\/span><\/a><span style=\"font-weight: 400;\"> ou <\/span><a href=\"https:\/\/datascientest.com\/pycharm-tout-savoir\"><span style=\"font-weight: 400;\">PyCharm<\/span><\/a><span style=\"font-weight: 400;\">. R, quant \u00e0 lui, est reconnu pour ses capacit\u00e9s en analyse statistique et ses graphiques avanc\u00e9s.<\/span><\/p><p><span style=\"font-weight: 400;\">Pour la visualisation des donn\u00e9es, des outils comme <\/span><a href=\"https:\/\/datascientest.com\/tableau-outil-de-business-intelligence\"><span style=\"font-weight: 400;\">Tableau<\/span><\/a><span style=\"font-weight: 400;\"> et <\/span><a href=\"https:\/\/datascientest.com\/introduction-a-power-bi-online\"><span style=\"font-weight: 400;\">Power BI<\/span><\/a><span style=\"font-weight: 400;\"> sont tr\u00e8s populaires. Ils permettent de cr\u00e9er des visualisations interactives et des tableaux de bord compr\u00e9hensibles, facilitant ainsi la communication des r\u00e9sultats d&rsquo;analyse aux parties prenantes.<\/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-4abf14e elementor-widget elementor-widget-heading\" data-id=\"4abf14e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Biblioth\u00e8ques\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9f5103d elementor-widget elementor-widget-text-editor\" data-id=\"9f5103d\" 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;\">Les biblioth\u00e8ques jouent un r\u00f4le crucial dans le d\u00e9veloppement de solutions en data science. En Python, des biblioth\u00e8ques comme <\/span><a href=\"https:\/\/datascientest.com\/pandas-python-data-science\"><span style=\"font-weight: 400;\">pandas<\/span><\/a><span style=\"font-weight: 400;\"> sont utilis\u00e9es pour la manipulation et l&rsquo;analyse des donn\u00e9es. <\/span><a href=\"https:\/\/datascientest.com\/numpy\"><span style=\"font-weight: 400;\">NumPy<\/span><\/a><span style=\"font-weight: 400;\"> est \u00e9galement essentiel pour les op\u00e9rations math\u00e9matiques et les manipulations de matrices.<\/span><\/p><p><span style=\"font-weight: 400;\">Pour le machine learning, <\/span><a href=\"https:\/\/datascientest.com\/tout-savoir-sur-scikit-learn\"><span style=\"font-weight: 400;\">scikit-learn<\/span><\/a><span style=\"font-weight: 400;\"> est largement utilis\u00e9 pour son large \u00e9ventail d&rsquo;algorithmes et sa facilit\u00e9 d&rsquo;int\u00e9gration. <\/span><a href=\"https:\/\/datascientest.com\/tensorflow\"><span style=\"font-weight: 400;\">TensorFlow<\/span><\/a><span style=\"font-weight: 400;\"> et <\/span><a href=\"https:\/\/datascientest.com\/pytorch-tout-savoir\"><span style=\"font-weight: 400;\">PyTorch<\/span><\/a><span style=\"font-weight: 400;\"> sont des biblioth\u00e8ques incontournables pour le deep learning, offrant des outils puissants pour construire et entra\u00eener des mod\u00e8les de r\u00e9seaux de neurones complexes.<\/span><\/p><p><span style=\"font-weight: 400;\">En R, des biblioth\u00e8ques telles que <\/span><b>ggplot2<\/b><span style=\"font-weight: 400;\"> pour la visualisation et <\/span><b>dplyr<\/b><span style=\"font-weight: 400;\"> pour la manipulation des donn\u00e9es sont tr\u00e8s populaires parmi les Data Scientists.<\/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-86a2a83 elementor-widget elementor-widget-heading\" data-id=\"86a2a83\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-medium\">Frameworks\n<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40ecb98 elementor-widget elementor-widget-text-editor\" data-id=\"40ecb98\" 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;\">Les frameworks sont indispensables pour <\/span><b>g\u00e9rer et traiter de grandes quantit\u00e9s de donn\u00e9es<\/b><span style=\"font-weight: 400;\">. <\/span><a href=\"https:\/\/datascientest.com\/hadoop\"><span style=\"font-weight: 400;\">Apache Hadoop<\/span><\/a><span style=\"font-weight: 400;\"> est un framework open source permettant le traitement distribu\u00e9 de vastes ensembles de donn\u00e9es \u00e0 travers des clusters d&rsquo;ordinateurs.<\/span><\/p><p><a href=\"https:\/\/datascientest.com\/apache-spark\"><span style=\"font-weight: 400;\">Apache Spark<\/span><\/a><span style=\"font-weight: 400;\"> est un autre framework essentiel, connu pour sa vitesse et sa capacit\u00e9 \u00e0 traiter les donn\u00e9es en m\u00e9moire. Spark supporte le <\/span><b>traitement de donn\u00e9es en temps r\u00e9el<\/b><span style=\"font-weight: 400;\">, ce qui est particuli\u00e8rement utile pour les applications n\u00e9cessitant des analyses rapides et \u00e9volutives.<\/span><\/p><p><span style=\"font-weight: 400;\">Pour la gestion de bases de donn\u00e9es, des syst\u00e8mes comme <\/span><a href=\"https:\/\/datascientest.com\/mysql-tout-savoir\"><span style=\"font-weight: 400;\">MySQL<\/span><\/a><span style=\"font-weight: 400;\"> et <\/span><a href=\"https:\/\/datascientest.com\/postgresql-tout-savoir\"><span style=\"font-weight: 400;\">PostgreSQL<\/span><\/a><span style=\"font-weight: 400;\"> pour les bases de donn\u00e9es relationnelles, ainsi que <\/span><a href=\"https:\/\/datascientest.com\/mongodb\"><span style=\"font-weight: 400;\">MongoDB<\/span><\/a><span style=\"font-weight: 400;\"> pour les bases de donn\u00e9es <\/span><a href=\"https:\/\/datascientest.com\/nosql-tout-savoir\"><span style=\"font-weight: 400;\">NoSQL<\/span><\/a><span style=\"font-weight: 400;\">, sont couramment utilis\u00e9s. Ces frameworks permettent de stocker, interroger et analyser efficacement de grandes quantit\u00e9s de donn\u00e9es.<\/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-8229f12 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"8229f12\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=mfte0m7lqE8&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d22563 elementor-widget elementor-widget-html\" data-id=\"1d22563\" 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\": \"Quel est le niveau d'\u00e9tudes requis pour devenir Data Scientist ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Pour devenir Data Scientist, un niveau Bac +5 en math\u00e9matiques appliqu\u00e9es, informatique, ou data science est recommand\u00e9.\"\r\n    }\r\n  }, {\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Quel est le salaire d'un Data Scientist d\u00e9butant ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Le salaire d'un Data Scientist d\u00e9butant se situe entre 3 000 \u20ac et 3 700 \u20ac bruts par mois.\"\r\n    }\r\n  }, {\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Quelles sont les comp\u00e9tences cl\u00e9s pour un Data Scientist ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Les comp\u00e9tences cl\u00e9s incluent l'analyse de donn\u00e9es, la programmation, le machine learning, et la mod\u00e9lisation statistique.\"\r\n    }\r\n  }, {\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Quelles sont les possibilit\u00e9s d'\u00e9volution pour un Data Scientist ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Les possibilit\u00e9s d'\u00e9volution incluent des postes tels que Data Scientist Senior, Chief Data Scientist, Chief Data Officer, ou Consultant en Data Science.\"\r\n    }\r\n  }]\r\n}\r\n<\/script>\r\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-190962f elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"190962f\" 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-md\" href=\"https:\/\/datascientest.com\/formations-data\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">D\u00e9couvrir nos formations en Big Data<\/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>Dans une soci\u00e9t\u00e9 o\u00f9 les donn\u00e9es jouent un r\u00f4le central, le m\u00e9tier de Data Scientist s\u00e9duit un nombre croissant d&rsquo;aspirants \u00e0 la recherche d&rsquo;une carri\u00e8re d&rsquo;avenir. Si la science des donn\u00e9es vous fascine, cet article vous pr\u00e9sente les formations indispensables, les comp\u00e9tences cl\u00e9s, les perspectives salariales et d&rsquo;autres informations essentielles pour devenir Data Scientist. Table [&hellip;]<\/p>\n","protected":false},"author":80,"featured_media":31032,"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>Comment devenir Data Scientist ? Formations, m\u00e9tier, salaire<\/title>\n<meta name=\"description\" content=\"D\u00e9couvrez comment devenir Data Scientist : formations, comp\u00e9tences, salaires, et perspectives de carri\u00e8re.\" \/>\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\/devenir-data-scientist-comment-faire\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Comment devenir Data Scientist ? 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