{"id":205026,"date":"2023-06-22T05:00:00","date_gmt":"2023-06-22T05:00:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=205026"},"modified":"2023-06-21T16:00:59","modified_gmt":"2023-06-21T16:00:59","slug":"moderniser-le-traitement-de-ses-donnees-avec-de-nouveaux-outils","status":"publish","type":"post","link":"https:\/\/datascientest.com\/moderniser-le-traitement-de-ses-donnees-avec-de-nouveaux-outils","title":{"rendered":"Moderniser le traitement de ses donn\u00e9es avec de nouveaux outils"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"205026\" class=\"elementor elementor-205026\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fe70073 e-flex e-con-boxed e-con\" data-id=\"fe70073\" 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-c97d235 elementor-widget elementor-widget-heading\" data-id=\"c97d235\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">\u00c0 mesure que le traitement des donn\u00e9es se complexifie, les solutions traditionnelles doivent elles aussi \u00e9voluer. \u00c0 ce titre, de nouveaux outils viennent remodeler le paysage de l\u2019ing\u00e9nierie des donn\u00e9es, tel que Mage.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0da45c3 e-flex e-con-boxed e-con\" data-id=\"0da45c3\" 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-614b787 elementor-widget elementor-widget-heading\" data-id=\"614b787\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">L\u2019outil Mage ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb8b948 elementor-widget elementor-widget-text-editor\" data-id=\"eb8b948\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"font-weight: 400;\">Mage est <\/span><b>un outil d\u2019orchestration des donn\u00e9es<\/b><span style=\"font-weight: 400;\"> aliment\u00e9 par une intelligence artificielle de machine learning. Il permet de <\/span><a href=\"https:\/\/datascientest.com\/pipeline-de-donnees\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">cr\u00e9er des pipelines open source<\/span><\/a><span style=\"font-weight: 400;\"> et vise \u00e0 rationaliser et optimiser les processus d\u2019ing\u00e9nierie des donn\u00e9es. Mage peut ex\u00e9cuter ses pipelines pour d\u00e9placer et transformer les donn\u00e9es. On peut ainsi les stocker n&rsquo;importe o\u00f9 et les utiliser pour former des mod\u00e8les comme dans <\/span><a href=\"https:\/\/aws.amazon.com\/fr\/sagemaker\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Sagemaker<\/span><\/a><span style=\"font-weight: 400;\">, une plateforme d&rsquo;entra\u00eenement pour IA.\u00a0<\/span><\/p><p><b>D\u2019autres alternatives<\/b><span style=\"font-weight: 400;\"> de cet outil existent d\u00e9j\u00e0, notamment <\/span><a href=\"https:\/\/datascientest.com\/apache-airflow\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Apache Airflow de Airbnb<\/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-df22be6 elementor-widget elementor-widget-video\" data-id=\"df22be6\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=hrsErfPDits&amp;ab_channel=Mage&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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e029b67 e-flex e-con-boxed e-con\" data-id=\"e029b67\" 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-f549567 elementor-widget elementor-widget-heading\" data-id=\"f549567\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Remodeler le paysage de l\u2019ing\u00e9nierie ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e64005e elementor-widget elementor-widget-text-editor\" data-id=\"e64005e\" 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:\/\/www.mage.ai\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Mage<\/span><\/a><span style=\"font-weight: 400;\"> fournit un pipeline pour <\/span><b>une ing\u00e9nierie des donn\u00e9es compl\u00e8te<\/b><span style=\"font-weight: 400;\">, qui comprend l&rsquo;ingestion, la transformation, la pr\u00e9visualisation et le d\u00e9ploiement des donn\u00e9es. Cette plateforme de bout en bout garantit un traitement rapide des donn\u00e9es, une diffusion efficace et une connectivit\u00e9 transparente.<\/span><\/p><p><a href=\"https:\/\/datascientest.com\/data-engineer-tout-savoir\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Les data engineer de Mage<\/span><\/a><span style=\"font-weight: 400;\"> auront la capacit\u00e9 d&rsquo;<\/span><b>appliquer diverses op\u00e9rations<\/b><span style=\"font-weight: 400;\"> au cours de la phase de transformation, garantissant que les donn\u00e9es soient nettoy\u00e9es, enrichies et pr\u00e9par\u00e9es pour un traitement ult\u00e9rieur.<\/span><\/p><p><b>L&rsquo;\u00e9tape de pr\u00e9visualisation<\/b><span style=\"font-weight: 400;\"> permet de valider et d&rsquo;\u00e9valuer la qualit\u00e9 des donn\u00e9es trait\u00e9es, garantissant ainsi leur pr\u00e9cision et leur fiabilit\u00e9.<\/span><\/p><p><span style=\"font-weight: 400;\">Tout au long du processus de cr\u00e9ation du pipeline, Mage accorde une priorit\u00e9 absolue \u00e0 l&rsquo;efficacit\u00e9 et \u00e0 l&rsquo;\u00e9volutivit\u00e9. Pour am\u00e9liorer les performances, il utilise <\/span><b>des techniques d&rsquo;optimisation<\/b><span style=\"font-weight: 400;\"> telles que le traitement parall\u00e8le, le partage des donn\u00e9es et la mise en cache.<\/span><\/p><p><span style=\"font-weight: 400;\">Au moment du lancement, Mage permet de <\/span><b>transf\u00e9rer sans effort les donn\u00e9es trait\u00e9es<\/b><span style=\"font-weight: 400;\"> vers des syst\u00e8mes en aval ou de production. Il dispose d&rsquo;outils d&rsquo;automatisation, de gestion des versions, de r\u00e9solution des erreurs et d&rsquo;optimisation des performances, ce qui permet une transmission fiable et rapide des 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-d3e68d2 elementor-widget elementor-widget-image\" data-id=\"d3e68d2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/11668278_20945161-1024x1024.jpg\" class=\"attachment-large size-large wp-image-205027\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/11668278_20945161-1024x1024.jpg 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/11668278_20945161-300x300.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2023\/06\/11668278_20945161-768x768.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e58eb8 elementor-widget elementor-widget-text-editor\" data-id=\"3e58eb8\" 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;\">De la m\u00eame mani\u00e8re que la data science se d\u00e9veloppent, les outils d\u2019exploitation et de cr\u00e9ation repousseront eux aussi <\/span><b>les limites pr\u00e9\u00e9tablies<\/b><span style=\"font-weight: 400;\">. On peut d\u00e9j\u00e0 le constater avec l\u2019intelligence artificielle et l\u2019utilisation massive de la data dans les entreprises. La data science devient<\/span><b> une part essentielle de chaque activit\u00e9<\/b><span style=\"font-weight: 400;\">, ce secteur conna\u00eet aujourd\u2019hui une hausse ph\u00e9nom\u00e9nale dans le recrutement et la recherche de profils. C\u2019est pourquoi, si cet article vous a plu et si vous envisagez une carri\u00e8re dans la Data Science, n\u2019h\u00e9sitez pas \u00e0 d\u00e9couvrir <\/span><a href=\"https:\/\/datascientest.com\/blog-data-ia-actualites\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">nos articles<\/span><\/a><span style=\"font-weight: 400;\"> ou <\/span><a href=\"https:\/\/datascientest.com\/formations-data\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">nos offres de formations<\/span><\/a><span style=\"font-weight: 400;\"> sur DataScientest.<\/span><\/p><p><i><span style=\"font-weight: 400;\">Source : mage.ai<\/span><\/i><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u00c0 mesure que le traitement des donn\u00e9es se complexifie, les solutions traditionnelles doivent elles aussi \u00e9voluer. \u00c0 ce titre, de nouveaux outils viennent remodeler le paysage de l\u2019ing\u00e9nierie des donn\u00e9es, tel que Mage. L\u2019outil Mage ? Mage est un outil d\u2019orchestration des donn\u00e9es aliment\u00e9 par une intelligence artificielle de machine learning. Il permet de cr\u00e9er [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":205028,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2431],"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>Moderniser le traitement de ses donn\u00e9es avec de nouveaux outils<\/title>\n<meta name=\"description\" content=\"\u00c0 mesure que le traitement des donn\u00e9es se complexifie, les solutions traditionnelles doivent elles aussi \u00e9voluer\" \/>\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\/moderniser-le-traitement-de-ses-donnees-avec-de-nouveaux-outils\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" 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