{"id":78906,"date":"2021-06-29T14:01:54","date_gmt":"2021-06-29T13:01:54","guid":{"rendered":"https:\/\/datascientest.com\/?p=78906"},"modified":"2023-11-09T14:23:33","modified_gmt":"2023-11-09T14:23:33","slug":"cloud-azure-et-data-sciences","status":"publish","type":"post","link":"https:\/\/datascientest.com\/cloud-azure-et-data-sciences","title":{"rendered":"Cloud Azure et Data Sciences"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"78906\" class=\"elementor elementor-78906\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5b624e6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5b624e6\" 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-d0bdbcf\" data-id=\"d0bdbcf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e1f91b9 elementor-widget elementor-widget-text-editor\" data-id=\"e1f91b9\" 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<h2><strong><span style=\"color: #000000;\">Le 31 mai dernier, DataScientest recevait Mathilde Gaudefroy et Rudy Plissonneau\u00a0 dans son \u00e9v\u00e9nement hebdomadaire D_CODE. Respectivement Cloud Solution Architect et Cloud Architect chez Microsoft, Mathilde et Rudy ont pr\u00e9sent\u00e9 \u00e0 notre communaut\u00e9 les enjeux du cloud pour la data science.<\/span><\/strong><\/h2>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c1994af elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c1994af\" 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-cbe3361\" data-id=\"cbe3361\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3a002d4 elementor-widget elementor-widget-video\" data-id=\"3a002d4\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=PUtp9C5HfNI&amp;list=PLbH8UGHWFlsR75kpcyxgi2xoHtvemBJaw&amp;index=2&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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6e8f47e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6e8f47e\" 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-5b15d2f\" data-id=\"5b15d2f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-daed6e1 elementor-widget elementor-widget-heading\" data-id=\"daed6e1\" 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-default\">Qu\u2019est-ce qu\u2019un architecte cloud ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-589919d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"589919d\" 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-4105a24\" data-id=\"4105a24\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1dc2f33 elementor-widget elementor-widget-text-editor\" data-id=\"1dc2f33\" 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; color: #000000;\">Le r\u00f4le d\u2019un architecte cloud est de comprendre les besoins du client afin de les retranscrire techniquement en proposant des services et des innovations adapt\u00e9es aux m\u00e9tiers qui le sollicitent.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">\u00a0<\/span><span style=\"font-weight: 400; color: #000000;\">L\u2019architecte cloud est un interm\u00e9diaire entre les clients et les solutions techniques, celui-ci peut ainsi faire remonter les remarques des clients lorsque les solutions propos\u00e9es ne co\u00efncident pas avec leurs besoins. Il agit donc sur la road map de l\u2019entreprise en proposant des nouvelles fonctionnalit\u00e9s attendues sur le march\u00e9.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0f308fa elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0f308fa\" 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-58b2b53\" data-id=\"58b2b53\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e9eb2a0 elementor-widget elementor-widget-heading\" data-id=\"e9eb2a0\" 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\">Les 3 tendances Cloud et Data Sciences<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c4d9716 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c4d9716\" 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-4cb1739\" data-id=\"4cb1739\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0ca77e6 elementor-widget elementor-widget-text-editor\" data-id=\"0ca77e6\" 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;\">Azure r\u00e9pond principalement \u00e0 3 types probl\u00e9matiques en entreprise :<\/span><\/p><ul><li><span style=\"font-weight: 400;\"> \u00a0 \u00a0 \u00a0 \u00a0<strong> \u00a0 <\/strong><\/span><strong> Automatisation de workflows<\/strong><\/li><\/ul><p><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">Le d\u00e9ploiement de mod\u00e8les de machine learning passe progressivement d\u2019un mode \u00ab artisanal \u00bb \u00e0 un mode \u00ab industriel \u00bb. En effet, les mod\u00e8les ne peuvent plus \u00eatre d\u00e9ploy\u00e9s manuellement \u00e0 cause de leur nombre, ainsi chaque entreprise doit adapter ses outils pour automatiser les \u00e9tapes d&rsquo;entra\u00eenement et de mise en production.<\/span><\/p><p><span style=\"font-weight: 400;\">L\u2019enjeu est \u00e9galement d\u2019int\u00e9grer l\u2019automatisation dans la prise de d\u00e9cisions. On ne parle plus de pr\u00e9diction mais de prescription en cr\u00e9ant des r\u00e8gles d\u2019action en fonction des donn\u00e9es de sortie des mod\u00e8les.<\/span><\/p><ul><li><span style=\"font-weight: 400;\"> \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 <\/span> <strong>Collaboration<\/strong><\/li><\/ul><p><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">Les \u00e9quipes ont besoin d\u2019outils leur permettant de collaborer de suivre la progression des projets et faciliter l\u2019\u00e9change avec les \u00e9quipes op\u00e9rationnelles qui seront clientes des applications cr\u00e9\u00e9es.<\/span><\/p><p><span style=\"font-weight: 400;\">En effet, une bonne collaboration avec les \u00e9quipes permet de traiter en amont les points bloquants entre les Data Scientists et les \u00e9quipes \u00ab m\u00e9tier \u00bb pour assurer que l\u2019application data cr\u00e9\u00e9e soit en ad\u00e9quation avec les missions de chacun.<\/span><\/p><blockquote><p><span style=\"font-weight: 400;\">Cette collaboration permet \u00e9galement d\u2019assurer la gouvernance des mod\u00e8les en d\u00e9finissant au pr\u00e9alable les r\u00f4les et les acc\u00e8s qu\u2019aura chaque utilisateur.<\/span><\/p><\/blockquote><ul><li>\u00a0<strong> Acc\u00e9l\u00e9ration<\/strong><\/li><\/ul><p><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">L\u2019acc\u00e9l\u00e9ration est li\u00e9e \u00e0 l\u2019automatisation des workflows. Ainsi, cette acc\u00e9l\u00e9ration passe par le MLOps qui permet de d\u00e9ployer des mod\u00e8les et de les monitorer pour v\u00e9rifier leur niveau de performance sur les nouvelles donn\u00e9es trait\u00e9es.<\/span><\/p><p><span style=\"font-weight: 400;\">Dans cette optique, Azure utilise des techniques avanc\u00e9es comme le reinforcement learning\u00a0 qui permet d\u2019am\u00e9liorer les pr\u00e9dictions d\u2019un mod\u00e8le en l\u2018adaptant aux nouvelles donn\u00e9es collect\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-33e5e6a elementor-align-center elementor-widget elementor-widget-button\" data-id=\"33e5e6a\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"\/formation-microsoft-azure\">\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 Azure<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-15c7e5d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"15c7e5d\" 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-14c3bfe\" data-id=\"14c3bfe\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b989fac elementor-widget elementor-widget-heading\" data-id=\"b989fac\" 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\">Les 4 piliers du cloud Microsoft\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7f5e93e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7f5e93e\" 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-5cea365\" data-id=\"5cea365\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4547dd5 elementor-widget elementor-widget-text-editor\" data-id=\"4547dd5\" 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<ul><li><span style=\"font-weight: 400;\"> \u00a0 \u00a0 <\/span> <strong>Une plateforme accessible \u00e0 tous<\/strong><\/li><\/ul><p><b><i>\u00a0<\/i><\/b><span style=\"font-weight: 400;\">L\u2019int\u00e9gration de solutions cloud et data dans chaque activit\u00e9 repose sur la collaboration entre les data scientists et les utilisateurs \u00ab m\u00e9tiers \u00bb. Pour faciliter cette collaboration, Microsoft a cr\u00e9\u00e9 un environnement qui s\u2019adapte \u00e0 tous les niveaux d\u2019expertise :<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">&#8211;<\/span><span style=\"font-weight: 400;\"> \u00a0 <\/span> <span style=\"font-weight: 400;\"><strong>Notebooks :<\/strong> pour les d\u00e9veloppeurs, des notebooks sont accessibles et flexibles. Plusieurs experts peuvent collaborer sur les m\u00eames projets et le syst\u00e8me poss\u00e8de un syst\u00e8me de suggestions intelligentes de code. Les data scientists ont \u00e9galement la possibilit\u00e9 de choisir la puissance de calcul et le stockage dont ils ont besoin, par exemple l\u2019utilisation d\u2019un GPU pour du deep learning.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">&#8211;<\/span><span style=\"font-weight: 400;\"> \u00a0 <\/span> <span style=\"font-weight: 400;\"><strong>Automated Machine Learning:<\/strong> pour les profils moins techniques qui ont des missions plus op\u00e9rationnelles, ce dispositif permet d\u2019entrer des donn\u00e9es, choisir la pr\u00e9diction souhait\u00e9e (r\u00e9gression, classification ; etc.) et des mod\u00e8les pr\u00e9-entra\u00een\u00e9s de Machine Learning peuvent proposer des pr\u00e9dictions.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">&#8211;<\/span><span style=\"font-weight: 400;\"> \u00a0 <\/span> <span style=\"font-weight: 400;\"><strong>Designer :<\/strong> \u00e0 mi-chemin entre le notebook et Auto ML, cet outil est destin\u00e9 \u00e0 des profils ayant des notions en data sciences (scoring, s\u00e9paration des jeux de test et d&rsquo;entra\u00eenement, mod\u00e8les pr\u00e9dictifs, etc.). L\u2019utilisateur peut s\u00e9lectionner des t\u00e2ches parmi la liste des actions classiques en data science sans coder.<\/span><\/p><ul><li><strong> \u00a0 \u00a0 Suivi du cycle de vie avec le MLOps<\/strong><\/li><\/ul><blockquote><p><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">Le MLOps consiste \u00e0 automatiser au maximum les processus d\u2019extensibilit\u00e9, de r\u00e9entrainement et de d\u00e9ploiement des mod\u00e8les pour \u00eatre les industrialiser.<\/span><\/p><\/blockquote><p><span style=\"font-weight: 400;\">Le MLOps s\u2019apparente \u00e0 du DevOps avec une complexit\u00e9 suppl\u00e9mentaire li\u00e9e aux donn\u00e9es. Celles-ci \u00e9voluent et influent sur la performance des mod\u00e8les en place. Ainsi un suivi permanent est primordial pour maintenir l\u2019efficacit\u00e9 des solutions d\u00e9ploy\u00e9es.<\/span><\/p><blockquote><p><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">L\u2019objectif du MLOPs est d\u2019\u00e9liminer le plus d\u2019op\u00e9rations manuelles possibles lors du cycle de vie des mod\u00e8les.<\/span><span style=\"font-weight: 400;\">\u00a0<\/span><\/p><\/blockquote><p><span style=\"font-weight: 400;\">En effet, sans MLOPs soit les mod\u00e8les ne sont pas mis \u00e0 jour et deviennent obsol\u00e8tes sur les nouvelles donn\u00e9es trait\u00e9es soit ces op\u00e9rations restent manuelles et l\u2019organisation va forc\u00e9ment manquer de ressources lorsque le nombre de usecases va augmenter.<\/span><\/p><ul><li><span style=\"font-weight: 400;\"> \u00a0 \u00a0 <\/span> <strong>Cr\u00e9ation de mod\u00e8les \u00e9thiques et responsables<\/strong><\/li><\/ul><p><span style=\"font-weight: 400;\">La s\u00e9curit\u00e9 et l\u2019aspect \u00e9thique ne doivent pas \u00eatre n\u00e9glig\u00e9s lors de l\u2019automatisation des mod\u00e8les. Les architectes cloud doivent donc comprendre et savoir expliquer le comportement du mod\u00e8le pour \u00e9valuer et att\u00e9nuer la partialit\u00e9 d\u2019un mod\u00e8le, emp\u00eacher l\u2019exposition des donn\u00e9es et des mod\u00e8les, documenter et contr\u00f4ler le cycle de vie de la donn\u00e9e et des mod\u00e8les<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">Par exemple, une application qui s\u00e9lectionne des CV dans un processus de recrutement doit \u00eatre contr\u00f4l\u00e9e pour d\u00e9tecter des biais et v\u00e9rifier que celle-ci ne prend pas de d\u00e9cisions injustes, bas\u00e9es par exemple sur l\u2019\u00e2ge ou le sexe des candidat(e)s<\/span><span style=\"font-weight: 400;\">\u00a0<\/span><\/p><ul><li><strong> \u00a0 \u00a0 Open &amp; Interoperable<\/strong><\/li><\/ul><p><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">L\u2019environnement propos\u00e9 par Azure est flexible et ouvert aux frameworks et environnements de d\u00e9veloppement utilis\u00e9s sur le march\u00e9. Vous pouvez ainsi utiliser des outils dont les \u00e9cosyst\u00e8mes sont maintenus et support\u00e9s avec des librairies innovantes, s\u00e9curis\u00e9es et responsables.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">Cette flexibilit\u00e9 passe \u00e9galement par des IDE (Integrated Development Environment) qui permettent aux d\u00e9veloppeurs de gagner beaucoup de temps en facilitant le d\u00e9veloppement car les notebook ont aussi leurs limites. En effet, un Data Engineer va avoir besoin d\u2019un IDE comme pycharm ou encore Visual Studio Code.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">Toutes les librairies python open source sont disponibles sur Azure qui propose m\u00eame un support sur des utilisations lourdes de celles-ci. Par exemple, lorsqu&rsquo;une entreprise utilise Pytorch (librairie de deep learning open source), elle n\u2019a aucun r\u00e9f\u00e9rent en cas de probl\u00e8me, ainsi Microsoft propose un service de support.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0<\/span><strong>DataScientest et Azure<\/strong><\/p><blockquote><p><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">Les avantages du cloud Azure dans le d\u00e9veloppement et le d\u00e9ploiement de solutions data n\u00e9cessitent de former des \u00e9quipes \u00e0 son utilisation.<\/span><\/p><\/blockquote><p><span style=\"font-weight: 400;\"> Microsoft a cr\u00e9\u00e9 plusieurs certifications qui valident diff\u00e9rentes comp\u00e9tences et diff\u00e9rents niveaux sur les solutions Azure. DataScientest est habilit\u00e9 par Microsoft pour pr\u00e9parer des candidats \u00e0 ces certifications. Nous proposons des formations intensives \u00e0 distance pendant lesquelles un MCT (Microsoft Certified Trainer) vous pr\u00e9sente chaque notion en masterclass (visioconf\u00e9rence) puis vous propose un exercice pratique pour mettre en application la notion sur un cas d\u2019usage.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-073ab0c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"073ab0c\" 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-8a24849\" data-id=\"8a24849\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-81e3827 elementor-widget elementor-widget-text-editor\" data-id=\"81e3827\" 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; color: #000000;\">Vous souhaitez en savoir plus sur le cursus Azure dispens\u00e9 par DataScientest?\u00a0<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">Remplissez le formulaire suivant et nous vous recontacterons:<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4d14c6a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4d14c6a\" 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-3e6d8f5\" data-id=\"3e6d8f5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Le 31 mai dernier, DataScientest recevait Mathilde Gaudefroy et Rudy Plissonneau&nbsp; dans son \u00e9v\u00e9nement hebdomadaire D_CODE. Respectivement Cloud Solution Architect et Cloud Architect chez Microsoft, Mathilde et Rudy ont pr\u00e9sent\u00e9 \u00e0 notre communaut\u00e9 les enjeux du cloud pour la data science. Qu\u2019est-ce qu\u2019un architecte cloud ? Le r\u00f4le d\u2019un architecte cloud est de comprendre les [&hellip;]<\/p>\n","protected":false},"author":79,"featured_media":79994,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2411],"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>Cloud Azure et Data Sciences<\/title>\n<meta name=\"description\" content=\"Le 31 mai dernier, DataScientest recevait Mathilde Gaudefroy et Rudy Plissonneau dans son \u00e9v\u00e9nement hebdomadaire D_CODE. 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