{"id":6020,"date":"2024-04-25T15:04:48","date_gmt":"2024-04-25T13:04:48","guid":{"rendered":"https:\/\/www.editions-eni.fr\/blog\/?p=6020"},"modified":"2024-04-25T16:43:55","modified_gmt":"2024-04-25T14:43:55","slug":"transformez-votre-data-en-or-les-cles-pour-reussir","status":"publish","type":"post","link":"https:\/\/www.editions-eni.fr\/blog\/transformez-votre-data-en-or-les-cles-pour-reussir\/","title":{"rendered":"Transformez votre data en or\u00a0: les cl\u00e9s pour r\u00e9ussir\u00a0!"},"content":{"rendered":"\n[et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;-29px|auto||auto||&#8221; custom_padding=&#8221;||0px||false|false&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_text _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;||||||||&#8221; min_height=&#8221;178.8px&#8221; custom_margin=&#8221;-21px||13px|||&#8221; custom_padding=&#8221;||0px|||&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<p><strong>La data, v\u00e9ritable tr\u00e9sor du 21e si\u00e8cle, peut \u00eatre d&#8217;une valeur inestimable. Toutefois, pour en tirer pleinement profit, la collecte, le stockage ou encore l\u2019analyse doivent avoir \u00e9t\u00e9 bien pens\u00e9s. Alors, comment optimiser l&#8217;utilisation de la donn\u00e9e ? Comment transformer sa data en or\u00a0?<\/strong><\/p>\n<p><strong>Conscientes de l\u2019importance des donn\u00e9es, de nombreuses entreprises et institutions r\u00e9coltent \u00e0 tout va, sans savoir vraiment quoi, ce que l\u2019on peut en attendre et comment parvenir \u00e0 faire de la data un \u00e9l\u00e9ment strat\u00e9gique pr\u00e9cieux. Pour r\u00e9pondre \u00e0 ces questions et \u00e0 de nombreuses autres interrogations autour de la donn\u00e9e, le groupe ENI <\/strong><strong>(<\/strong><strong><a href=\"https:\/\/www.editions-eni.fr\/\" data-attribute-index=\"0\" data-entity-type=\"MINI_COMPANY\" target=\"_blank\" rel=\"noopener\">Editions ENI<\/a>,\u00a0<a href=\"https:\/\/www.eni-service.fr\/\" data-attribute-index=\"2\" data-entity-type=\"MINI_COMPANY\" target=\"_blank\" rel=\"noopener\">ENI Service \u2013 Centre de Formation<\/a>,\u00a0<a href=\"https:\/\/www.eni-ecole.fr\/\" data-attribute-index=\"4\" data-entity-type=\"MINI_COMPANY\" target=\"_blank\" rel=\"noopener\">ENI Ecole Informatique<\/a>,\u00a0<a href=\"https:\/\/www.eni-elearning.com\/fr\/\" data-attribute-index=\"6\" data-entity-type=\"MINI_COMPANY\" target=\"_blank\" rel=\"noopener\">ENI elearning<\/a>)\u00a0<\/strong><strong>organisait mardi 23 avril 2024 le 5e ENI Talks &#8220;Transformez votre data en or : les cl\u00e9s pour r\u00e9ussir&#8221;. <\/strong><\/p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_text _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<p>Apr\u00e8s, le <a href=\"https:\/\/www.editions-eni.fr\/blog\/le-devops-de-la-philosophie-a-lingredient-magique\/\" target=\"_blank\" rel=\"noopener\">Devops<\/a>, l\u2019<a href=\"https:\/\/www.editions-eni.fr\/blog\/ia-x-dev-boite-a-outils-ou-danger-imminent\/\" target=\"_blank\" rel=\"noopener\">IA pour les devs<\/a>, la <a href=\"https:\/\/www.editions-eni.fr\/blog\/la-cybersecurite-de-lindispensable-au-superflu\/\" target=\"_blank\" rel=\"noopener\">cybers\u00e9curit\u00e9\u00a0<\/a>et\u00a0<a href=\"https:\/\/www.editions-eni.fr\/blog\/no-code-et-developpement-plus-allies-quennemis\/\" target=\"_blank\" rel=\"noopener\">le No-Code<\/a>, le groupe ENI a souhait\u00e9 mettre en lumi\u00e8re un \u00e9l\u00e9ment fondamental dans (presque) tous les domaines de l\u2019informatique d\u2019aujourd\u2019hui, la donn\u00e9e ou data.<\/p>\n<p>Pour aborder ce vaste sujet, cet ENI Talks, anim\u00e9 par <strong>Olivier Piers<\/strong>, directeur p\u00e9dagogique de ENI \u00e9cole informatique, r\u00e9unissait trois intervenants aux profils vari\u00e9s (monde du sport, de l\u2019industrie, de la science) pour partager leurs exp\u00e9riences et conseils\u00a0:<\/p>\n<ul>\n<li><strong>Guillaume Saupin<\/strong>, executive partner et CTO de Verteego et <a href=\"https:\/\/www.editions-eni.fr\/guillaume-saupin\" target=\"_blank\" rel=\"noopener\">auteur aux Editions ENI<\/a><\/li>\n<li><strong>Marie Vaugoyeau<\/strong>, accompagnatrice ind\u00e9pendante \u00e0 l&#8217;analyse de donn\u00e9es et \u00e0 la formation au langage R &#8211; Data scientist freelance et <a href=\"https:\/\/www.editions-eni.fr\/marie-vaugoyeau\" target=\"_blank\" rel=\"noopener\">autrice aux Editions ENI<\/a><\/li>\n<li><strong>Eric Alard<\/strong>, Responsable Relation Ecole-Entreprise \u00e0 ENI Ecole informatique, conf\u00e9rencier et podcaster<\/li>\n<\/ul>\n<p>Retrouvez ci-dessous le replay du webinaire :<\/p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_video src=&#8221;https:\/\/youtu.be\/fY62Cn3Vng8&#8243; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; width=&#8221;80%&#8221; module_alignment=&#8221;center&#8221; custom_margin=&#8221;18px|||||&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][\/et_pb_video][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_text _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<p>\ud83d\udd0d Comme souvent, la premi\u00e8re partie de ce Live a permis de bien d\u00e9limiter le sujet. Car <strong>on confond souvent la mesure et la data<\/strong> qui, elle, int\u00e8gre l\u2019environnement de mesure, la population \u00e9tudi\u00e9e, etc. Au-del\u00e0 de la diff\u00e9rence entre donn\u00e9es qualitatives et quantitatives, le distinguo donn\u00e9es brutes \u2013 donn\u00e9es propres fut particuli\u00e8rement soulign\u00e9, nos intervenants rappelant que le passage de l\u2019une \u00e0 l\u2019autre \u00e9tait extr\u00eamement important et un pr\u00e9requis obligatoire avant l\u2019analyse.<\/p>\n<p>De m\u00eame, les erreurs, biais, donn\u00e9es manquantes ou inutiles doivent \u00eatre rep\u00e9r\u00e9s en s\u2019appuyant notamment sur l\u2019expertise m\u00e9tier.<\/p>\n<p>Au c\u0153ur de nos d\u00e9bats et de la 2e partie, <strong>nos intervenants ont beaucoup insist\u00e9 sur les objectifs que l\u2019on se fixe pour exploiter la donn\u00e9e.<\/strong> C\u2019est une \u00e9tape fondamentale car elle permet de ne pas r\u00e9colter des datas inutiles ou inutilisables mais aussi de d\u00e9finir le p\u00e9rim\u00e8tre (qui permet par exemple de voir que sur un projet pr\u00e9cis, le volume de donn\u00e9es n\u2019est pas toujours un point cl\u00e9).<\/p>\n<p><strong>L\u2019un des objectifs du traitement des donn\u00e9es est \u00e9videmment le ROI\u00a0:<\/strong> gagner du temps, gagner de l\u2019argent, avoir une vision pr\u00e9dictive\u2026 Il faut toutefois selon nos experts bien peser l\u2019aspect \u00e9thique et bien s\u00fbr \u00e9conomique puisqu\u2019il y a un co\u00fbt \u00e0 cette exploitation des donn\u00e9es. Mais il peut \u00eatre relativement limit\u00e9. Des outils tels les data lakes mais aussi le langage Python ou R et bien s\u00fbr les outils des gros acteurs de la donn\u00e9e, comme Google avec GCP ou Amazon et AWS, ont \u00e9t\u00e9 cit\u00e9s pour le stockage ou la visualisation.<\/p>\n<p>Nos experts ont aussi rappel\u00e9 que derri\u00e8re ces chiffres et outils, il y a des humains, avec des comp\u00e9tences, des biais\u2026 Avoir des sp\u00e9cialistes en interne est ainsi tout aussi int\u00e9ressant que faire appel \u00e0 des sp\u00e9cialistes externes qui auront un autre regard et qui faciliteront la prise de d\u00e9cision.<\/p>\n<p>Enfin, avant de r\u00e9pondre aux questions de nos internautes et spectateurs, nous avons abord\u00e9 les risques et limites de l\u2019exploitation de la data. Nous vous laissons d\u00e9couvrir les \u00e9clairages de nos trois invit\u00e9s sur le sujet mais aussi les questions et r\u00e9ponses du Live dans le replay ci-dessus\u00a0\ud83d\ude09<\/p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; min_height=&#8221;150px&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_text _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; text_text_color=&#8221;#000000&#8243; text_font_size=&#8221;18px&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<h2 style=\"text-align: center;\"><strong><span>Pour continuer sur la th\u00e9matique de la data<\/span><\/strong><\/h2>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; text_text_color=&#8221;#000000&#8243; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<p style=\"text-align: center;\">\u27a1\ufe0f <strong>D\u00e9couvrez les formations propos\u00e9es par ENI \u00c9cole Informatique autour du DevOps<\/strong><\/p>[\/et_pb_text][et_pb_button button_url=&#8221;https:\/\/www.eni-ecole.fr\/formations\/developpement\/niveau-7-bac5-manager-de-solutions-digitales-et-data\/&#8221; url_new_window=&#8221;on&#8221; button_text=&#8221;Formation Bac+5 Manager de Solutions Digitales et Data&#8221; button_alignment=&#8221;center&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; custom_button=&#8221;on&#8221; button_text_color=&#8221;#3BB6D5&#8243; button_bg_color=&#8221;#FFFFFF&#8221; button_border_width=&#8221;0px&#8221; button_font=&#8221;|700|||||||&#8221; button_use_icon=&#8221;off&#8221; box_shadow_style=&#8221;preset1&#8243; box_shadow_color=&#8221;rgba(0,0,0,0.1)&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][\/et_pb_button][et_pb_button button_url=&#8221;https:\/\/www.eni-ecole.fr\/formations\/cycle-ingenieur-3il\/&#8221; url_new_window=&#8221;on&#8221; button_text=&#8221;Cycle Ing\u00e9nieur 3iL en alternance &#8221; button_alignment=&#8221;center&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; custom_button=&#8221;on&#8221; button_text_color=&#8221;#3BB6D5&#8243; button_bg_color=&#8221;#FFFFFF&#8221; button_border_width=&#8221;0px&#8221; button_font=&#8221;|700|||||||&#8221; button_use_icon=&#8221;off&#8221; box_shadow_style=&#8221;preset1&#8243; box_shadow_color=&#8221;rgba(0,0,0,0.1)&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][\/et_pb_button][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; min_height=&#8221;150px&#8221; custom_padding=&#8221;||14px|||&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_text _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<h3 style=\"text-align: center;\"><strong>\u27a1\ufe0f Retrouvez \u00e9galement les derniers contenus des Editions ENI consacr\u00e9s \u00e0 la data<\/strong><\/h3>[\/et_pb_text][et_pb_button button_url=&#8221;https:\/\/www.editions-eni.fr\/data&#8221; url_new_window=&#8221;on&#8221; button_text=&#8221;Pour les particuliers&#8221; button_alignment=&#8221;center&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; custom_button=&#8221;on&#8221; button_text_color=&#8221;#3BB6D5&#8243; button_bg_color=&#8221;#FFFFFF&#8221; button_border_width=&#8221;0px&#8221; button_font=&#8221;|700|||||||&#8221; button_use_icon=&#8221;off&#8221; box_shadow_style=&#8221;preset1&#8243; box_shadow_color=&#8221;rgba(0,0,0,0.1)&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][\/et_pb_button][et_pb_button button_url=&#8221;https:\/\/www.eni-elearning.com\/fr\/acces-gratuit-contenu-it-bureautique-office\/&#8221; url_new_window=&#8221;on&#8221; button_text=&#8221;Sur notre plateforme elearning pour les professionnels&#8221; button_alignment=&#8221;center&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; custom_button=&#8221;on&#8221; button_text_color=&#8221;#3BB6D5&#8243; button_bg_color=&#8221;#FFFFFF&#8221; button_border_width=&#8221;0px&#8221; button_font=&#8221;|700|||||||&#8221; button_use_icon=&#8221;off&#8221; box_shadow_style=&#8221;preset1&#8243; box_shadow_color=&#8221;rgba(0,0,0,0.1)&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][\/et_pb_button][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; min_height=&#8221;150px&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_text _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<h3 style=\"text-align: center;\">\u27a1\ufe0f Formez-vous \u00e0 la data en quelques jours, en pr\u00e9sentiel ou \u00e0 distance, avec ENI Service &#8211; Centre de formation informatique.<\/h3>[\/et_pb_text][et_pb_button button_url=&#8221;https:\/\/www.eni-service.fr\/categorie\/formation\/data-ia\/&#8221; url_new_window=&#8221;on&#8221; button_text=&#8221;D\u00e9cisionnel | Bases de Donn\u00e9es | Big Data | Intelligence Artificielle&#8221; button_alignment=&#8221;center&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; custom_button=&#8221;on&#8221; button_text_color=&#8221;#3BB6D5&#8243; button_bg_color=&#8221;#FFFFFF&#8221; button_border_width=&#8221;0px&#8221; button_font=&#8221;|700|||||||&#8221; button_use_icon=&#8221;off&#8221; box_shadow_style=&#8221;preset1&#8243; box_shadow_color=&#8221;rgba(0,0,0,0.1)&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][\/et_pb_button][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;6px|||||&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_text _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;||||||||&#8221; text_line_height=&#8221;1.8em&#8221; header_font=&#8221;||||||||&#8221; header_2_font=&#8221;Overpass|300|||||||&#8221; header_2_font_size=&#8221;35px&#8221; header_2_line_height=&#8221;1.5em&#8221; custom_margin=&#8221;||0px||false|false&#8221; header_2_font_size_tablet=&#8221;30px&#8221; header_2_font_size_phone=&#8221;20px&#8221; header_2_font_size_last_edited=&#8221;on|phone&#8221; border_color_all=&#8221;#1a0a38&#8243; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<h2>Nos <span style=\"color: #3bb6d5;\">experts<\/span><\/h2>[\/et_pb_text][et_pb_divider color=&#8221;#3BB6D5&#8243; divider_position=&#8221;center&#8221; divider_weight=&#8221;3px&#8221; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; max_width=&#8221;90px&#8221; max_width_tablet=&#8221;13%&#8221; max_width_last_edited=&#8221;off|desktop&#8221; custom_margin=&#8221;5px||||false|false&#8221; custom_padding=&#8221;|||&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][\/et_pb_divider][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_testimonial author=&#8221;Guillaume Saupin&#8221; job_title=&#8221;executive partner et CTO de Verteego, auteur aux Editions ENI&#8221; portrait_url=&#8221;https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2024\/04\/guillaume-saupin-1.webp&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;||0px||false|false&#8221; custom_padding=&#8221;||||false|false&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<p><span>Ing\u00e9nieur et docteur en informatique, passionn\u00e9 de math\u00e9matiques et du langage Lisp,\u00a0<\/span><strong>Guillaume SAUPIN<\/strong><span>\u00a0a travaill\u00e9 une dizaine d\u2019ann\u00e9es comme chercheur au Commissariat \u00e0 l\u2019Energie Atomique avant de rejoindre le monde de l\u2019Intelligence artificielle et des start up. Il a enseign\u00e9 le Computer Graphics en master \u00e0 l&#8217;Universit\u00e9 Paris 12 et \u00e0 Epitech. Actuellement CTO chez Verteego, il est \u00e9galement auteur de plus d\u2019une vingtaine d\u2019articles pour le Linux Magazine France et publie r\u00e9guli\u00e8rement en anglais sur des sujets de Data Science dans la publication en ligne Toward Data Science.<\/span><\/p>[\/et_pb_testimonial][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_testimonial author=&#8221;Marie Vaugoyeau&#8221; portrait_url=&#8221;https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2024\/04\/marie_vaugoyeau-1.webp&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;||0px||false|false&#8221; custom_padding=&#8221;||||false|false&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<p><span>Apr\u00e8s un cursus d&#8217;ing\u00e9nieur agronome et cinq ann\u00e9es dans la recherche publique en \u00e9cologie,\u00a0<\/span><strong>Marie VAUGOYEAU<\/strong><span>, docteure en \u00e9cologie et biologie \u00e9volutive, s&#8217;est ouverte au monde de la data d&#8217;entreprise, en tant que data scientist. Elle accompagne en tant que mentore free-lance les personnes d\u00e9sireuses de se former \u00e0 l&#8217;analyse de leurs donn\u00e9es. R\u00e9dactrice d&#8217;un blog de statistiques et R, et utilisatrice du langage R depuis plus de 10 ans, elle a \u00e9crit ce livre qui est un condens\u00e9 de ce qu&#8217;elle transmet au quotidien dans son travail.<\/span><\/p>[\/et_pb_testimonial][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_testimonial author=&#8221;Eric Alard&#8221; portrait_url=&#8221;https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2024\/04\/eric_alard.jpg&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;||0px||false|false&#8221; custom_padding=&#8221;||||false|false&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<p class=\"cvGsUA direction-ltr align-center para-style-body\">Responsable Relation Ecole-Entreprise \u00e0 ENI Ecole informatique, conf\u00e9rencier, podcaster et ancien champion de Bobsleigh<\/p>[\/et_pb_testimonial][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_text _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;||||||||&#8221; text_line_height=&#8221;1.8em&#8221; header_font=&#8221;||||||||&#8221; header_2_font=&#8221;Overpass|300|||||||&#8221; header_2_font_size=&#8221;35px&#8221; header_2_line_height=&#8221;1.5em&#8221; custom_margin=&#8221;||0px||false|false&#8221; header_2_font_size_tablet=&#8221;30px&#8221; header_2_font_size_phone=&#8221;20px&#8221; header_2_font_size_last_edited=&#8221;on|phone&#8221; border_color_all=&#8221;#1a0a38&#8243; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<h2>Vous souhaitez aller <span style=\"color: #3bb6d5;\">plus loin ?<\/span><\/h2>[\/et_pb_text][et_pb_divider color=&#8221;#3BB6D5&#8243; divider_position=&#8221;center&#8221; divider_weight=&#8221;3px&#8221; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; max_width=&#8221;90px&#8221; max_width_tablet=&#8221;13%&#8221; max_width_last_edited=&#8221;off|desktop&#8221; custom_margin=&#8221;5px||||false|false&#8221; custom_padding=&#8221;|||&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][\/et_pb_divider][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_4,1_4,1_4,1_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;RGBA(0,0,0,0)&#8221; custom_margin=&#8221;||5px||false|false&#8221; global_colors_info=&#8221;{}&#8221; custom_css_main_element_last_edited=&#8221;on|phone&#8221; custom_css_main_element_tablet=&#8221;display:flex;&#8221; custom_css_main_element_phone=&#8221;display:inherit;&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_image src=&#8221;https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2024\/04\/langage-r-et-statistiques-initiation-a-l-analyse-de-donnees-9782409036934_XL.jpg&#8221; alt=&#8221;Livre Passez au DevOps\nVotre nouvelle fa\u00e7on de travailler&#8221; title_text=&#8221;Livre Passez au DevOps Votre nouvelle fa\u00e7on de travailler&#8221; url=&#8221;https:\/\/www.editions-eni.fr\/livre\/langage-r-et-statistiques-initiation-a-l-analyse-de-donnees-9782409036934&#8243; url_new_window=&#8221;on&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; width_tablet=&#8221;85%&#8221; width_phone=&#8221;&#8221; width_last_edited=&#8221;on|desktop&#8221; min_height=&#8221;216px&#8221; min_height_last_edited=&#8221;off|desktop&#8221; custom_margin=&#8221;||10px||false|false&#8221; custom_margin_tablet=&#8221;&#8221; custom_margin_phone=&#8221;&#8221; custom_margin_last_edited=&#8221;on|desktop&#8221; border_width_all=&#8221;1px&#8221; border_color_all=&#8221;#000000&#8243; box_shadow_style=&#8221;preset3&#8243; global_colors_info=&#8221;{}&#8221; transform_styles__hover_enabled=&#8221;on|hover&#8221; transform_scale__hover=&#8221;105%|105%&#8221; transform_scale__hover_enabled=&#8221;on|hover&#8221; transform_translate__hover_enabled=&#8221;on|desktop&#8221; transform_rotate__hover_enabled=&#8221;on|desktop&#8221; transform_skew__hover_enabled=&#8221;on|desktop&#8221; transform_origin__hover_enabled=&#8221;on|desktop&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#3BB6D5&#8243; background_color=&#8221;RGBA(0,0,0,0)&#8221; custom_margin=&#8221;||5px||false|false&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]Livre[\/et_pb_text][et_pb_text _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; custom_padding_tablet=&#8221;|10px|||false|false&#8221; custom_padding_phone=&#8221;|0px|||false|false&#8221; custom_padding_last_edited=&#8221;on|phone&#8221; link_option_url=&#8221;https:\/\/www.editions-eni.fr\/livre\/apache-spark-developpez-en-python-pour-le-big-data-9782409033780?utm_source=sendinblue&#038;utm_campaign=2022-03-GROUPE-Webinaire-Machine-Learning&#038;utm_medium=email&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<strong>Langage R et statistiques<\/strong>\nInitiation \u00e0 l&#8217;analyse de donn\u00e9es[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_image src=&#8221;https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2024\/04\/gradient-boosting-exploitez-les-arbres-de-decision-pour-le-machine-learning-xgboost-catboost-lightgbm-9782409034022_XL.jpg&#8221; alt=&#8221;Livre Kubernetes\nMise en \u0153uvre d&#8217;un cluster et d\u00e9ploiement de microservices&#8221; title_text=&#8221;Livre Kubernetes Mise en \u0153uvre d&#8217;un cluster et d\u00e9ploiement de microservices&#8221; url=&#8221;https:\/\/www.editions-eni.fr\/livre\/gradient-boosting-exploitez-les-arbres-de-decision-pour-le-machine-learning-xgboost-catboost-lightgbm-9782409034022&#8243; url_new_window=&#8221;on&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; width_tablet=&#8221;85%&#8221; width_phone=&#8221;&#8221; width_last_edited=&#8221;on|tablet&#8221; min_height=&#8221;216px&#8221; custom_margin=&#8221;||10px||false|false&#8221; custom_margin_tablet=&#8221;&#8221; custom_margin_phone=&#8221;&#8221; custom_margin_last_edited=&#8221;on|desktop&#8221; border_width_all=&#8221;1px&#8221; border_color_all=&#8221;#EEEEEE&#8221; box_shadow_style=&#8221;preset3&#8243; global_colors_info=&#8221;{}&#8221; transform_styles__hover_enabled=&#8221;on|hover&#8221; transform_scale__hover=&#8221;105%|105%&#8221; transform_scale__hover_enabled=&#8221;on|hover&#8221; transform_translate__hover_enabled=&#8221;on|desktop&#8221; transform_rotate__hover_enabled=&#8221;on|desktop&#8221; transform_skew__hover_enabled=&#8221;on|desktop&#8221; transform_origin__hover_enabled=&#8221;on|desktop&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#3BB6D5&#8243; background_color=&#8221;RGBA(0,0,0,0)&#8221; custom_margin=&#8221;||5px||false|false&#8221; custom_padding=&#8221;0px||||false|false&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<p>Livre<\/p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;||5px||false|false&#8221; custom_padding_tablet=&#8221;|10px|||false|false&#8221; custom_padding_phone=&#8221;|0px|||false|false&#8221; custom_padding_last_edited=&#8221;on|phone&#8221; link_option_url=&#8221;https:\/\/www.editions-eni.fr\/livre\/gradient-boosting-exploitez-les-arbres-de-decision-pour-le-machine-learning-xgboost-catboost-lightgbm-9782409034022&#8243; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<strong>Gradient Boosting<\/strong>\nExploitez les arbres de d\u00e9cision pour le Machine Learning[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_image src=&#8221;https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2024\/04\/access-2021-9782409044359_XL.jpg&#8221; alt=&#8221;Livre Azure DevOps &#8211; Optimisez la gestion de vos projets informatiques&#8221; title_text=&#8221;Livre Azure DevOps &#8211; Optimisez la gestion de vos projets informatiques&#8221; url=&#8221;https:\/\/www.editions-eni.fr\/livre\/access-2021-9782409044359&#8243; url_new_window=&#8221;on&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; width_tablet=&#8221;85%&#8221; width_phone=&#8221;&#8221; width_last_edited=&#8221;on|tablet&#8221; min_height=&#8221;216px&#8221; custom_margin=&#8221;||10px||false|false&#8221; custom_margin_tablet=&#8221;&#8221; custom_margin_phone=&#8221;&#8221; custom_margin_last_edited=&#8221;on|desktop&#8221; box_shadow_style=&#8221;preset3&#8243; global_colors_info=&#8221;{}&#8221; transform_styles__hover_enabled=&#8221;on|hover&#8221; transform_scale__hover=&#8221;105%|105%&#8221; transform_scale__hover_enabled=&#8221;on|hover&#8221; transform_translate__hover_enabled=&#8221;on|desktop&#8221; transform_rotate__hover_enabled=&#8221;on|desktop&#8221; transform_skew__hover_enabled=&#8221;on|desktop&#8221; transform_origin__hover_enabled=&#8221;on|desktop&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#3BB6D5&#8243; background_color=&#8221;RGBA(0,0,0,0)&#8221; custom_margin=&#8221;||5px||false|false&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<p>Livre<\/p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; custom_padding_tablet=&#8221;|10px|||false|false&#8221; custom_padding_phone=&#8221;|0px|||false|false&#8221; custom_padding_last_edited=&#8221;on|phone&#8221; link_option_url=&#8221;https:\/\/www.editions-eni.fr\/video\/machine-learning-concepts-et-enjeux-vt2ml&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<strong>Int\u00e9grale Access 2021<\/strong>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;_initial&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][et_pb_image src=&#8221;https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2024\/04\/les-datamarts-power-bi-gerez-vos-sources-de-donnees-metier-9782409042775_XL.jpg&#8221; alt=&#8221;Livre R\u00e9ussir avec Scrum &#8211; Des concepts \u00e0 la mise en \u0153uvre de l\u2019agilit\u00e9&#8221; title_text=&#8221;Livre R\u00e9ussir avec Scrum &#8211; Des concepts \u00e0 la mise en \u0153uvre de l\u2019agilit\u00e9&#8221; url=&#8221;https:\/\/www.editions-eni.fr\/livre\/les-datamarts-power-bi-gerez-vos-sources-de-donnees-metier-9782409042775&#8243; url_new_window=&#8221;on&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; width_tablet=&#8221;85%&#8221; width_phone=&#8221;&#8221; width_last_edited=&#8221;on|tablet&#8221; min_height=&#8221;216px&#8221; custom_margin=&#8221;||10px||false|false&#8221; custom_margin_tablet=&#8221;&#8221; custom_margin_phone=&#8221;&#8221; custom_margin_last_edited=&#8221;on|desktop&#8221; border_width_all=&#8221;1px&#8221; border_color_all=&#8221;#EEEEEE&#8221; box_shadow_style=&#8221;preset3&#8243; global_colors_info=&#8221;{}&#8221; transform_styles__hover_enabled=&#8221;on|hover&#8221; transform_scale__hover=&#8221;105%|105%&#8221; transform_scale__hover_enabled=&#8221;on|hover&#8221; transform_translate__hover_enabled=&#8221;on|desktop&#8221; transform_rotate__hover_enabled=&#8221;on|desktop&#8221; transform_skew__hover_enabled=&#8221;on|desktop&#8221; transform_origin__hover_enabled=&#8221;on|desktop&#8221; theme_builder_area=&#8221;et_body_layout&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#3BB6D5&#8243; background_color=&#8221;RGBA(0,0,0,0)&#8221; custom_margin=&#8221;||5px||false|false&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<p>Livre<\/p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; custom_padding_tablet=&#8221;|10px|||false|false&#8221; custom_padding_phone=&#8221;|0px|||false|false&#8221; custom_padding_last_edited=&#8221;on|phone&#8221; link_option_url=&#8221;https:\/\/www.editions-eni.fr\/video\/machine-learning-concepts-et-enjeux-vt2ml&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;et_body_layout&#8221;]<strong>Les datamarts Power BI<\/strong>\nG\u00e9rez vos sources de donn\u00e9es m\u00e9tier[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; 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