{"id":537,"date":"2020-09-03T18:02:06","date_gmt":"2020-09-03T16:02:06","guid":{"rendered":"https:\/\/datapy.fr\/?p=537"},"modified":"2023-04-03T11:55:34","modified_gmt":"2023-04-03T09:55:34","slug":"cas-dusage-dataops-industrialisation-des-environnements-et-processus-de-data-science","status":"publish","type":"post","link":"https:\/\/datapy.fr\/index.php\/2020\/09\/03\/cas-dusage-dataops-industrialisation-des-environnements-et-processus-de-data-science\/","title":{"rendered":"Cas d&rsquo;usage DataOps: Industrialisation des environnements et processus de Data Science"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"537\" class=\"elementor elementor-537\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bc6bf39 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bc6bf39\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-18e4c60\" data-id=\"18e4c60\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-619a31e elementor-widget elementor-widget-heading\" data-id=\"619a31e\" 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 - v3.21.0 - 25-04-2024 *\/\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\">Cas d\u2019usage DataOps: Industrialisation des environnements et processus de Data Science\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2f7363e5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2f7363e5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-65c7024\" data-id=\"65c7024\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-46f44d93 elementor-widget elementor-widget-text-editor\" data-id=\"46f44d93\" 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 - v3.21.0 - 25-04-2024 *\/\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>Voici un exemple de travail r\u00e9alis\u00e9 par un des membres de notre communaut\u00e9 dans une des plus grandes entreprises fran\u00e7aises, pour industrialiser l&rsquo;environnement de travail, l&rsquo;acc\u00e8s et le traitement des donn\u00e9es d&rsquo;une large \u00e9quipe de Data Science.<\/p><p><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-543 size-full\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/1-Environnement-de-travail-2.jpg\" alt=\"Cluster Docker Swarm\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/1-Environnement-de-travail-2.jpg 1920w, https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/1-Environnement-de-travail-2-300x169.jpg 300w, https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/1-Environnement-de-travail-2-768x432.jpg 768w, https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/1-Environnement-de-travail-2-1024x576.jpg 1024w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/p><p><img decoding=\"async\" class=\"alignnone wp-image-538 size-full\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/1-Environnement-de-travail.jpg\" alt=\"\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/1-Environnement-de-travail.jpg 1920w, https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/1-Environnement-de-travail-300x169.jpg 300w, https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/1-Environnement-de-travail-768x432.jpg 768w, https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/1-Environnement-de-travail-1024x576.jpg 1024w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/> \u00a0<img decoding=\"async\" class=\"alignnone wp-image-540 size-full\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/3-alimentation-des-donn\u00e9es.jpg\" alt=\"\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/3-alimentation-des-donn\u00e9es.jpg 1920w, https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/3-alimentation-des-donn\u00e9es-300x169.jpg 300w, https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/3-alimentation-des-donn\u00e9es-768x432.jpg 768w, https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/3-alimentation-des-donn\u00e9es-1024x576.jpg 1024w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-541 size-full\" src=\"https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/4-restitutions.jpg\" alt=\"\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/4-restitutions.jpg 1920w, https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/4-restitutions-300x169.jpg 300w, https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/4-restitutions-768x432.jpg 768w, https:\/\/datapy.fr\/wp-content\/uploads\/2020\/09\/4-restitutions-1024x576.jpg 1024w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/p><p>Pour plus d&rsquo;explications:\u00a0<span style=\"text-decoration: underline;\"><a class=\"private-link uiLinkWithoutUnderline uiLinkDark\" tabindex=\"0\" role=\"button\" href=\"https:\/\/meetings.hubspot.com\/jerome9\" data-selenium-test=\"public-booking-link\">Trouver un cr\u00e9neau de rendez vous<\/a><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-39dcf499 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"39dcf499\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-831f89c\" data-id=\"831f89c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-44622b77 elementor-position-left elementor-view-default elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"44622b77\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<link rel=\"stylesheet\" href=\"https:\/\/datapy.fr\/wp-content\/plugins\/elementor\/assets\/css\/widget-icon-box.min.css\">\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-angle-right\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tVous devriez \u00e9galement aimer\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7bab4811 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7bab4811\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-5505ec01\" data-id=\"5505ec01\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-11672a14 elementor-widget elementor-widget-image-box\" data-id=\"11672a14\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 25-04-2024 *\/\n.elementor-widget-image-box .elementor-image-box-content{width:100%}@media (min-width:768px){.elementor-widget-image-box.elementor-position-left .elementor-image-box-wrapper,.elementor-widget-image-box.elementor-position-right .elementor-image-box-wrapper{display:flex}.elementor-widget-image-box.elementor-position-right .elementor-image-box-wrapper{text-align:end;flex-direction:row-reverse}.elementor-widget-image-box.elementor-position-left .elementor-image-box-wrapper{text-align:start;flex-direction:row}.elementor-widget-image-box.elementor-position-top .elementor-image-box-img{margin:auto}.elementor-widget-image-box.elementor-vertical-align-top .elementor-image-box-wrapper{align-items:flex-start}.elementor-widget-image-box.elementor-vertical-align-middle .elementor-image-box-wrapper{align-items:center}.elementor-widget-image-box.elementor-vertical-align-bottom .elementor-image-box-wrapper{align-items:flex-end}}@media (max-width:767px){.elementor-widget-image-box .elementor-image-box-img{margin-left:auto!important;margin-right:auto!important;margin-bottom:15px}}.elementor-widget-image-box .elementor-image-box-img{display:inline-block}.elementor-widget-image-box .elementor-image-box-title a{color:inherit}.elementor-widget-image-box .elementor-image-box-wrapper{text-align:center}.elementor-widget-image-box .elementor-image-box-description{margin:0}<\/style><div class=\"elementor-image-box-wrapper\"><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/datapy.fr\/index.php\/2019\/03\/06\/277\/\">SEO vocal et mon\u00e9tisation des applications vocales<\/a><\/h3><p class=\"elementor-image-box-description\">\nLes assistants vocaux s\u2019inscrivent dans les enjeux du marketing digital mais les r\u00e8gles et techniques du web et des applications mobiles ne s\u2019appliquent plus. Il est n\u00e9cessaire de pense...<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-26ff9557\" data-id=\"26ff9557\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4b12d10f elementor-widget elementor-widget-image-box\" data-id=\"4b12d10f\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/datapy.fr\/index.php\/2019\/02\/12\/application-vocale-conception\/\">Concevoir une Application vocale<\/a><\/h3><p class=\"elementor-image-box-description\">Les interfaces vocales ont des sp\u00e9cificit\u00e9s dont la conception doit tenir compte. Nous les r\u00e9sumons selon 9 principes : Imm\u00e9diatet\u00e9  Naturel  Facilit\u00e9  Lin\u00e9arit\u00e9  Unidirectionnalit\u00e9  Ecoute  Norme Conte...<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-5d7f187\" data-id=\"5d7f187\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-46b3446 elementor-widget elementor-widget-image-box\" data-id=\"46b3446\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/datapy.fr\/index.php\/2023\/02\/20\/le-mlops-quest-ce-que-cest\/\">Le MLOps, qu\u2019est-ce que c\u2019est ?<\/a><\/h3><p class=\"elementor-image-box-description\"> \nMLops (Machine Learning Operations) est une pratique de d\u00e9veloppement de logiciels pour g\u00e9rer et automatiser les op\u00e9rations de mod\u00e8les de machine learning tout au long de leur cycle ...<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Cas d\u2019usage DataOps: Industrialisation des environnements et processus de Data Science Voici un exemple de travail r\u00e9alis\u00e9 par un des membres de notre communaut\u00e9 dans une des plus grandes entreprises fran\u00e7aises, pour industrialiser l&rsquo;environnement de travail, l&rsquo;acc\u00e8s et le traitement des donn\u00e9es d&rsquo;une large \u00e9quipe de Data Science. \u00a0 Pour plus d&rsquo;explications:\u00a0Trouver un cr\u00e9neau de [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[],"class_list":["post-537","post","type-post","status-publish","format-standard","hentry","category-data","entry"],"_links":{"self":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/posts\/537","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/comments?post=537"}],"version-history":[{"count":0,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/posts\/537\/revisions"}],"wp:attachment":[{"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/media?parent=537"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/categories?post=537"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datapy.fr\/index.php\/wp-json\/wp\/v2\/tags?post=537"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}