{"id":79954,"date":"2020-06-29T13:11:00","date_gmt":"2020-06-29T12:11:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=79954"},"modified":"2023-11-09T13:33:44","modified_gmt":"2023-11-09T13:33:44","slug":"formation-databricks","status":"publish","type":"post","link":"https:\/\/datascientest.com\/formation-databricks","title":{"rendered":"Formation Databricks : Ma\u00eetrisez l&rsquo;outil IA"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"79954\" class=\"elementor elementor-79954\" 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-3ab654b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3ab654b\" 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-e3e0895\" data-id=\"e3e0895\" 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-cee56d9 elementor-widget elementor-widget-text-editor\" data-id=\"cee56d9\" 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;\">Lorsqu\u2019il faut aider les entreprises \u00e0 d\u00e9velopper des projets d&rsquo;Intelligence Artificielle, cela signifie mettre en \u0153uvre un cycle de vie de d\u00e9veloppement logiciel appropri\u00e9 du d\u00e9but jusqu\u2019\u00e0 la fin. Pour ce faire, il existe de nombreuses options, dont la plus pertinente est Databricks qui est une plateforme d&rsquo;analyse de donn\u00e9es optimis\u00e9e pour la plateforme de services cloud Microsoft Azure.<\/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-a36c900 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a36c900\" 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-c1f10e1\" data-id=\"c1f10e1\" 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-2ad6e69 elementor-widget elementor-widget-heading\" data-id=\"2ad6e69\" 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\">A propos de Databricks ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e204a21 elementor-widget elementor-widget-text-editor\" data-id=\"e204a21\" 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;\"><strong><span style=\"color: #6e4ceb;\"><a style=\"color: #6e4ceb;\" href=\"https:\/\/databricks.com\/fr\/\">Databricks<\/a><\/span><\/strong> est le nom de la plateforme d\u2019analyse de donn\u00e9es bas\u00e9e sur <span style=\"color: #6e4ceb;\"><strong><a style=\"color: #6e4ceb;\" href=\"https:\/\/datascientest.com\/pyspark\">Apache Spark<\/a><\/strong><\/span> d\u00e9velopp\u00e9e par la soci\u00e9t\u00e9 du m\u00eame nom. La soci\u00e9t\u00e9 a \u00e9t\u00e9 fond\u00e9e en 2013 avec les cr\u00e9ateurs et les principaux d\u00e9veloppeurs de Spark. Il permet de faire de l\u2019analyse Big Data et de l\u2019Intelligence Artificielle avec Spark de mani\u00e8re simple et collaborative.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">Cette plateforme est disponible en tant que service cloud sur <strong>Microsoft Azure<\/strong> et <strong>Amazon Web Services (AWS)<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">Azure Databricks contient de nombreuses fonctionnalit\u00e9s qui en font une solution analytique assez compl\u00e8te. Mais, m\u00eame ainsi, il d\u00e9pend de services suppl\u00e9mentaires externes afin de devenir la pi\u00e8ce ma\u00eetresse d\u2019un syst\u00e8me d\u2019analyse d\u2019entreprise complet.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">Azure Databricks permet plusieurs cas d\u2019utilisation tels que le traitement par lots, le streaming et le Machine Learning (Apprentissage automatique). Cette plateforme propose deux environnements pour d\u00e9velopper des applications gourmandes en donn\u00e9es : Azure Databricks SQL Analytics et Azure Databricks Workspace.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">Azure Databricks SQL Analytics offre aux analystes une plateforme intuitive pour :<\/span><\/p><ul><li><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">Ex\u00e9cuter des requ\u00eates SQL sur leurs Data Lakes<\/span><\/span><\/li><li><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">Cr\u00e9er plusieurs types de vues pour explorer les r\u00e9sultats des requ\u00eates sous diff\u00e9rents angles<\/span><\/span><\/li><li><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">\u00c9laborer et partager des tableaux de bord<\/span><\/span><\/li><\/ul><p><span style=\"font-weight: 400; color: #000000;\">Azure Databricks Workspace est un espace de travail interactif qui favorise la collaboration entre les Data Engineers, les Data Scientists et les Machine Learning Engineers. Dans le cas des pipelines de donn\u00e9es, les donn\u00e9es brutes ou structur\u00e9es sont pouss\u00e9es dans Azure via Azure Data Factory. Cela peut se faire par lots ou en temps quasi r\u00e9el avec IoT Hub, Event Hub ou Apache Kafka. Les donn\u00e9es sont envoy\u00e9es dans un Data Lake pour \u00eatre stock\u00e9es \u00e0 long terme dans Azure Data Lake Storage ou Azure Blob Storage. Dans le cadre d\u2019une analyse du contr\u00f4le des flux de donn\u00e9es, Azure Databricks permet de lire les donn\u00e9es de plusieurs sources et les transformer en informations via Spark.<\/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-7eaa391b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7eaa391b\" 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-f7a07d0\" data-id=\"f7a07d0\" 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-1977669f elementor-align-center elementor-widget elementor-widget-button\" data-id=\"1977669f\" 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\" 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 notre formation 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-7eea4f9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7eea4f9\" 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-98200d3\" data-id=\"98200d3\" 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-f67d5c2 elementor-widget elementor-widget-heading\" data-id=\"f67d5c2\" 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\">Objectifs d\u2019une formation Databricks<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a15f539 elementor-widget elementor-widget-text-editor\" data-id=\"a15f539\" 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=\"color: #000000;\">Azure Databricks est le service Azure enti\u00e8rement g\u00e9r\u00e9 gr\u00e2ce auquel il est possible de cr\u00e9er des clusters Spark pour stocker et analyser de grandes quantit\u00e9s de donn\u00e9es.<\/span><\/p><p><span style=\"color: #000000;\">L\u2019objectif d\u2019une <span style=\"font-weight: 400; color: #000000;\"><strong><span style=\"color: #6e4ceb;\"><a style=\"color: #6e4ceb;\" href=\"https:\/\/datascientest.com\/formation-microsoft-azure\">formation Azure<\/a><\/span><\/strong><\/span>\u00a0Databricks est de familiariser les \u00e9tudiants avec l\u2019informatique parall\u00e8le :<\/span><\/p><ul><li><span style=\"color: #000000;\">Apprendre \u00e0 comprendre les m\u00e9canismes qui la r\u00e9gissent au niveau de l\u2019infrastructure et de la programmation.<\/span><\/li><li><span style=\"color: #000000;\">Apprendre \u00e0 utiliser les structures de donn\u00e9es principales de Spark : RDD (Resilient Distributed Dataset) et DataFrame.<\/span><\/li><li><span style=\"color: #000000;\">Apprendre \u00e0 cr\u00e9er des mod\u00e8les de Machine Learning et d\u2019Intelligence Artificielle et le module de streaming pour travailler les donn\u00e9es en temps r\u00e9el.<\/span><\/li><\/ul>\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-2ef90f7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2ef90f7\" 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-093f9ed\" data-id=\"093f9ed\" 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-95f8916 elementor-widget elementor-widget-heading\" data-id=\"95f8916\" 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\">Principales cibles d\u2019une formation Databricks<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3254975 elementor-widget elementor-widget-text-editor\" data-id=\"3254975\" 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;\">Une formation Azure Databricks est principalement destin\u00e9e aux Data Engineers et Data Scientists int\u00e9ress\u00e9s ou impliqu\u00e9s dans des projets Big Data sur les syst\u00e8mes distribu\u00e9s Azure. La connaissance de Python ou d\u2019un langage de programmation orient\u00e9 objet est un plus.<\/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-05fbcc6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"05fbcc6\" 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-1b8c298\" data-id=\"1b8c298\" 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-e3c86df elementor-widget elementor-widget-heading\" data-id=\"e3c86df\" 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\">Fonctionnalit\u00e9s de Databricks<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f07c5a elementor-widget elementor-widget-text-editor\" data-id=\"2f07c5a\" 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;\">Azure Databrick permet de dimensionner automatiquement les environnements Apache Spark en fonction des besoins. Ces clusters peuvent \u00e9galement \u00eatre r\u00e9sili\u00e9s automatiquement. De cette fa\u00e7on, les d\u00e9ploiements sont facilit\u00e9s et l\u2019installation et la configuration des environnements sont acc\u00e9l\u00e9r\u00e9es. Avec l\u2019option sans serveur, il est possible de faire abstraction de toute la complexit\u00e9 de l\u2019infrastructure et acc\u00e9der directement au service. Cela facilite son utilisation par des \u00e9quipes ind\u00e9pendantes qui n\u00e9cessitent des ressources volatiles et des d\u00e9ploiements ad-hoc.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">Il comprend des projets collaboratifs et des espaces de travail interactifs appel\u00e9s Notebooks. Ceux-ci peuvent \u00eatre utilis\u00e9s pour d\u00e9velopper des prototypes et des processus de transformation et d\u2019analyse, puis les mettre en production avec le planificateur.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">Un cluster Databricks a deux modes : Standard et High Concurrency. Le cluster High Concurrency prend en charge les langages de programmation Python, R et SQL tandis que le cluster Standard prend en charge les langages Scala, Java, Python, R et SQL.<\/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-9d6da0f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9d6da0f\" 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-129715b\" data-id=\"129715b\" 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-5921efa elementor-align-center elementor-widget elementor-widget-button\" data-id=\"5921efa\" 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\" 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\">En savoir plus sur la formation 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\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Lorsqu\u2019il faut aider les entreprises \u00e0 d\u00e9velopper des projets d&rsquo;Intelligence Artificielle, cela signifie mettre en \u0153uvre un cycle de vie de d\u00e9veloppement logiciel appropri\u00e9 du d\u00e9but jusqu\u2019\u00e0 la fin. Pour ce faire, il existe de nombreuses options, dont la plus pertinente est Databricks qui est une plateforme d&rsquo;analyse de donn\u00e9es optimis\u00e9e pour la plateforme de [&hellip;]<\/p>\n","protected":false},"author":74,"featured_media":79976,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2493],"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>Formation Databricks : Ma\u00eetrisez l&#039;outil IA<\/title>\n<meta name=\"description\" content=\"Lorsqu\u2019il faut aider les entreprises \u00e0 d\u00e9velopper des projets d&#039;Intelligence Artificielle, cela signifie mettre en \u0153uvre un cycle de vie de d\u00e9veloppement logiciel appropri\u00e9 du d\u00e9but jusqu\u2019\u00e0 la fin. Pour ce faire, il existe de nombreuses options, dont la plus pertinente est Databricks qui est une plateforme d&#039;analyse de donn\u00e9es optimis\u00e9e pour la plateforme de services cloud Microsoft Azure.\" \/>\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\/formation-databricks\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Formation Databricks : Ma\u00eetrisez l&#039;outil IA\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/formation-databricks\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2020-06-29T12:11:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-11-09T13:33:44+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2020\/06\/og-databricks.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Antoine Tardivon\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Antoine Tardivon\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/formation-databricks\",\"url\":\"https:\/\/datascientest.com\/formation-databricks\",\"name\":\"Formation Databricks : Ma\u00eetrisez l'outil IA\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2020-06-29T12:11:00+00:00\",\"dateModified\":\"2023-11-09T13:33:44+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/40cb5b6317e138be77b9dd23007cab57\"},\"description\":\"Lorsqu\u2019il faut aider les entreprises \u00e0 d\u00e9velopper des projets d'Intelligence Artificielle, cela signifie mettre en \u0153uvre un cycle de vie de d\u00e9veloppement logiciel appropri\u00e9 du d\u00e9but jusqu\u2019\u00e0 la fin. 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