{"id":231918,"date":"2024-03-25T06:30:00","date_gmt":"2024-03-25T06:30:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=231918"},"modified":"2024-04-03T10:45:06","modified_gmt":"2024-04-03T10:45:06","slug":"top-huit-meilleurs-frameworks-python","status":"publish","type":"post","link":"https:\/\/datascientest.com\/top-huit-meilleurs-frameworks-python","title":{"rendered":"Top 8 des meilleurs frameworks Python"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"231918\" class=\"elementor elementor-231918\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b022a7e e-flex e-con-boxed e-con\" data-id=\"b022a7e\" 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-d1ba127 elementor-widget elementor-widget-heading\" data-id=\"d1ba127\" 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\">Outil de r\u00e9f\u00e9rence pour le machine learning et l\u2019IA, <a href=\"https:\/\/datascientest.com\/python-tout-savoir\">Python<\/a> rencontre un succ\u00e8s grandissant aupr\u00e8s des d\u00e9veloppeurs et data scientists. Si les professionnels du dev et de la data doivent imp\u00e9rativement ma\u00eetriser ce langage de programmation, ils peuvent aussi utiliser les frameworks. Offrant un cadre et une structure, ces outils permettent d\u2019automatiser certaines t\u00e2ches et d'acc\u00e9l\u00e9rer le temps de d\u00e9veloppement web . Mais lequel choisir ? D\u00e9couvrez les meilleurs frameworks Python.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-60a2604 elementor-widget elementor-widget-text-editor\" data-id=\"60a2604\" 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\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<div class=\"elementor-element elementor-element-768655f e-flex e-con-boxed e-con\" data-id=\"768655f\" 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-08131b1 elementor-widget elementor-widget-heading\" data-id=\"08131b1\" 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\">1 - Django, un framework Python complet<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-994c49a elementor-widget elementor-widget-image\" data-id=\"994c49a\" 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=\"512\" height=\"231\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/django_logo_1.png\" class=\"attachment-full size-full wp-image-231946\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/django_logo_1.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/django_logo_1-300x135.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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-9b86f1c elementor-widget elementor-widget-text-editor\" data-id=\"9b86f1c\" 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<a href=\"https:\/\/datascientest.com\/django-tout-savoir\">Django<\/a> est une <\/span><b>solution tout-en-un<\/b><span style=\"font-weight: 400;\"> qui vous permet de travailler sur tous les aspects d\u2019un logiciel ou application (bases de donn\u00e9es, services dorsaux, interfaces frontales, \u2026). Open-source et totalement gratuit, ce framework Python propose une<\/span><b> multitude de fonctionnalit\u00e9s \u00e9volutives<\/b><span style=\"font-weight: 400;\">. Parmi les plus populaires :\u00a0<\/span>\n<ul>\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u2019authentification ;\u00a0<\/span><\/li>\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Le routage d\u2019URL ;\u00a0<\/span><\/li>\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Le moteur de mod\u00e8le ;\u00a0<\/span><\/li>\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">La migration de sch\u00e9mas de bases de donn\u00e9es ;\u00a0<\/span><\/li>\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Un code unique pour diff\u00e9rentes bases de donn\u00e9es ;<\/span><\/li>\n \t<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u2019ORM (Object Relationnal Mapper).<\/span><\/li>\n<\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-acb34b9 elementor-widget elementor-widget-text-editor\" data-id=\"acb34b9\" 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;\">Cette derni\u00e8re fonctionnalit\u00e9 est particuli\u00e8rement appr\u00e9ci\u00e9e des d\u00e9veloppeurs pour le <strong>mappage des objets sur les tables de database<\/strong>.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Contrairement aux frameworks complets traditionnels, Django inclut automatiquement l\u2019ensemble des fonctionnalit\u00e9s indispensables au d\u00e9veloppement (et non au sein de biblioth\u00e8ques s\u00e9par\u00e9es).\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">En tant qu\u2019outil \u00e9volutif et flexible, Django permet de cr\u00e9er n\u2019importe quelle application. Que ce soit des petits projets, des sites web ou m\u00eame de <a href=\"https:\/\/datascientest.com\/machine-learning-tout-savoir\">mod\u00e8les de machine learning<\/a>, ce framework Python les prend en charge. D\u2019ailleurs, il est souvent<\/span><b> utilis\u00e9 par les startups pour la cr\u00e9ation de MVP <\/b><span style=\"font-weight: 400;\">(Minimum viable product).<\/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-5e0d6ca elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"5e0d6ca\" 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=\"https:\/\/datascientest.com\/formations-data\">\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\">Apprendre \u00e0 utiliser Django<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2f9c92c e-flex e-con-boxed e-con\" data-id=\"2f9c92c\" 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-6f2c004 elementor-widget elementor-widget-heading\" data-id=\"6f2c004\" 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\">2 - Pyramid, le 2\u00e8me framework le plus populaire<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a55064 elementor-widget elementor-widget-image\" data-id=\"8a55064\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1280\" height=\"295\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/Pyramid_Logo.png\" class=\"attachment-full size-full wp-image-231947\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/Pyramid_Logo.png 1280w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/Pyramid_Logo-300x69.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/Pyramid_Logo-1024x236.png 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/Pyramid_Logo-768x177.png 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/>\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-d310af7 elementor-widget elementor-widget-text-editor\" data-id=\"d310af7\" 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;\"><strong>Pyramid <\/strong>est une application open source visant \u00e0 <\/span><b>simplifier le travail des d\u00e9veloppeurs.<\/b><span style=\"font-weight: 400;\"> Et ce, m\u00eame pour les projets les plus complexes. Gr\u00e2ce \u00e0 toutes ses ressources, vous pourrez aussi bien travailler sur des petites que sur de grandes applications. Voici quelques-unes des fonctionnalit\u00e9s de ce framework Python :\u00a0<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">des applications \u00e0 fichier unique ;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">un soutien technique et une documentation compl\u00e8te sur les datas ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">la g\u00e9n\u00e9ration d\u2019URL ;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">des mod\u00e8les globaux ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">une authentification et autorisation souples ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">des pr\u00e9dictions de vue (avec notamment des vues par itin\u00e9raire) ; <\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">etc.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b3c2e7 elementor-widget elementor-widget-text-editor\" data-id=\"6b3c2e7\" 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;\">Gr\u00e2ce \u00e0 toutes ces fonctionnalit\u00e9s, vous pouvez choisir le langage du mod\u00e8le, les biblioth\u00e8ques ou encore la couche de la database.<\/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-096d9fc elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"096d9fc\" 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=\"https:\/\/datascientest.com\/formations-data\">\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\">Ma\u00eetriser Pyramid<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-49107b4 e-flex e-con-boxed e-con\" data-id=\"49107b4\" 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-97ae30f elementor-widget elementor-widget-heading\" data-id=\"97ae30f\" 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\">3 - TurboGears, une combinaison des meilleurs frameworks Python<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87b229a elementor-widget elementor-widget-image\" data-id=\"87b229a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"248\" height=\"241\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/TurboGear_logo.png\" class=\"attachment-full size-full wp-image-231948\" alt=\"\" \/>\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-8095984 elementor-widget elementor-widget-text-editor\" data-id=\"8095984\" 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;\">\u00c0 l\u2019origine, <strong>TurboGears<\/strong> est con\u00e7u comme un regroupement des meilleurs frameworks Python. Il a ainsi \u00e9t\u00e9 <\/span><b>construit sur la base de plusieurs intergiciels et biblioth\u00e8ques.\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">Ce qui lui conf\u00e8re une grande flexibilit\u00e9. Mais la force de ce framework se situe surtout dans la<\/span><b> rapidit\u00e9 de d\u00e9veloppement <\/b><span style=\"font-weight: 400;\">des applications extensibles d\u00e8s lors qu\u2019elles sont bas\u00e9es sur les donn\u00e9es.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">En choisissant ce framework Python, vous aurez acc\u00e8s aux fonctionnalit\u00e9s ci-dessous :\u00a0<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">des bases de donn\u00e9es multiples ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">une architecture de type MVC ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">une validation avec FormEncode ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">des templates PasteScript ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">des outils en ligne de commande ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">une int\u00e9gration de la biblioth\u00e8que JavaScript MochiKit ; <\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">etc.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-86b4884 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"86b4884\" 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=\"https:\/\/datascientest.com\/formations-data\">\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\">Apprendre \u00e0 utiliser TurboGears<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b2e613d e-flex e-con-boxed e-con\" data-id=\"b2e613d\" 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-b5ec308 elementor-widget elementor-widget-heading\" data-id=\"b5ec308\" 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\">4 - Flask, le micro framework Python<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bd356b elementor-widget elementor-widget-image\" data-id=\"4bd356b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"256\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/flask_logo.png\" class=\"attachment-full size-full wp-image-231949\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/flask_logo.png 512w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/flask_logo-300x150.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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-0b5ffe0 elementor-widget elementor-widget-text-editor\" data-id=\"0b5ffe0\" 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;\">En tant que micro framework, <a href=\"https:\/\/datascientest.com\/avantages-et-fonctionnement-de-flask\">Flask<\/a> propose uniquement des fonctionnalit\u00e9s utiles au d\u00e9veloppement d\u2019une application web en particulier. En l&rsquo;occurrence,<\/span><b> les petits projets.<\/b><span style=\"font-weight: 400;\"> M\u00eame s\u2019il est \u00e0 privil\u00e9gier dans le cadre des applications simples, Flask n\u2019en reste pas moins l\u2019un des meilleurs micro framework de Python. Gr\u00e2ce \u00e0 lui, vous pourrez <\/span><b>construire une base solide<\/b><span style=\"font-weight: 400;\"> pour vos applications web. Notamment gr\u00e2ce \u00e0 toutes ces fonctionnalit\u00e9s :\u00a0<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">un serveur de d\u00e9veloppement int\u00e9gr\u00e9 et un d\u00e9bogueur rapide ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">un support int\u00e9gr\u00e9 aux tests unitaires ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">l\u2019envoi de la demande RESTful :\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">une prise en charge des cookies s\u00e9curis\u00e9s ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">une conformit\u00e9 \u00e0 la norme WSGI 1.0 ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">un traitement de requ\u00eates HTTP ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">une disponibilit\u00e9 sous la licence BSD ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">l\u2019utilisation de la bo\u00eete \u00e0 outils <strong>WSGI (Web Server Gateway Interface)<\/strong> de Werkzeug et du template Jinja2 ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">un framework bas\u00e9 sur l\u2019Unicode ; <\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">etc. <\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a399d9 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"1a399d9\" 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=\"https:\/\/datascientest.com\/formations-data\">\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\">Ma\u00eetriser Flask<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-03dd25a e-flex e-con-boxed e-con\" data-id=\"03dd25a\" 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-50cabfa elementor-widget elementor-widget-heading\" data-id=\"50cabfa\" 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\">5 - Bottle, le micro framework pour les API<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f204532 elementor-widget elementor-widget-image\" data-id=\"f204532\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"450\" height=\"132\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/Bottle_Logo.png\" class=\"attachment-full size-full wp-image-231950\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/Bottle_Logo.png 450w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/Bottle_Logo-300x88.png 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\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-d36775e elementor-widget elementor-widget-text-editor\" data-id=\"d36775e\" 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;\"><strong>Bottle<\/strong> est \u00e0 utiliser si vous souhaitez <a href=\"https:\/\/datascientest.com\/construire-des-api-premiere-partie\">concevoir une API<\/a> (ou du moins une petite application contenant au maximum 500 lignes de code).\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">M\u00eame si le champ d\u2019application de ce framework Python est assez restreint, ses avantages sont multiples :\u00a0<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">une impl\u00e9mentation dans un seul fichier source ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">aucune d\u00e9pendance (hormis la Python Standard Library) ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">la prise en charge des demandes de mappage d\u2019appel de fonction ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">un moteur de templates rapide et pr\u00eat \u00e0 l\u2019emploi ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">un acc\u00e8s facilit\u00e9 aux donn\u00e9es ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">un serveur de d\u00e9veloppement HTTP int\u00e9gr\u00e9.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b25c156 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"b25c156\" 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=\"https:\/\/datascientest.com\/formations-data\">\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\">Ma\u00eetriser Bottle<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e9bb1e7 e-flex e-con-boxed e-con\" data-id=\"e9bb1e7\" 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-994bc33 elementor-widget elementor-widget-heading\" data-id=\"994bc33\" 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\">6 - CherryPy, le framework Python minimaliste<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f56dbae elementor-widget elementor-widget-image\" data-id=\"f56dbae\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"854\" height=\"288\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/cherrypy_logo.png\" class=\"attachment-full size-full wp-image-231951\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/cherrypy_logo.png 854w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/cherrypy_logo-300x101.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/cherrypy_logo-768x259.png 768w\" sizes=\"(max-width: 854px) 100vw, 854px\" \/>\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-6331d0b elementor-widget elementor-widget-text-editor\" data-id=\"6331d0b\" 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;\"><strong>CherryPy<\/strong> est un micro framework Python open source con\u00e7u pour<\/span><b> \u00eatre extensible. <\/b><span style=\"font-weight: 400;\">Notamment gr\u00e2ce \u00e0 ses fonctions en dehors du cycle demande-r\u00e9ponse. Cet outil est \u00e0 utiliser avec des applications autonomes int\u00e9grant leur propre <strong>serveur web multithread<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">Niveau fonctionnalit\u00e9s, CherryPy ne manque pas de ressources :\u00a0<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">un serveur web compatible HTTP ;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">la possibilit\u00e9 d\u2019ex\u00e9cuter plusieurs serveurs en m\u00eame temps ;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">un syst\u00e8me de configuration puissant ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">des outils pr\u00eats \u00e0 l\u2019emploi ;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">etc.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1001daf elementor-widget elementor-widget-text-editor\" data-id=\"1001daf\" 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;\">Avec CherryPy, vous pourrez construire des applications comme avec n\u2019importe quel autre programme orient\u00e9 objet.<\/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-d18903d elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"d18903d\" 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=\"https:\/\/datascientest.com\/formations-data\">\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\">Ma\u00eetriser CherryPy<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c8e7b20 e-flex e-con-boxed e-con\" data-id=\"c8e7b20\" 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-1102723 elementor-widget elementor-widget-heading\" data-id=\"1102723\" 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\">7 - Dash pour les applications web analytiques<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d17634e elementor-widget elementor-widget-image\" data-id=\"d17634e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"381\" height=\"132\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/dash_logo.png\" class=\"attachment-full size-full wp-image-231952\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/dash_logo.png 381w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/dash_logo-300x104.png 300w\" sizes=\"(max-width: 381px) 100vw, 381px\" \/>\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-fdae406 elementor-widget elementor-widget-text-editor\" data-id=\"fdae406\" 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;\">Lanc\u00e9 en 2017 par <strong>Plotly Inc.<\/strong> (le groupe de d\u00e9veloppeurs ayant cr\u00e9\u00e9 la biblioth\u00e8que de tra\u00e7age Plotly Inc.), Dash se pr\u00e9sente une <a href=\"https:\/\/datascientest.com\/low-code\">solution low-code<\/a>. Cet outil open source est utilis\u00e9 pour <\/span><b>cr\u00e9er des applications web analytiques. <\/b><span style=\"font-weight: 400;\">C\u2019est-\u00e0-dire des apps bas\u00e9es sur la donn\u00e9e. Il participe ainsi aux projets de data visualisation et m\u00eame de Machine Learning. Ce qui en fait <\/span><b>l\u2019un des frameworks Python favoris des data scientists <\/b><span style=\"font-weight: 400;\">qui ne ma\u00eetrisent pas trop le d\u00e9veloppement web.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Voici ses principales fonctionnalit\u00e9s :\u00a0<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">la gestion des erreurs ;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">la personnalisation avanc\u00e9e ;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">l\u2019int\u00e9gration LDAP ;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">la prise en charge des plugins ;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">le routage d\u2019URL ; <\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">etc.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fa5287 elementor-widget elementor-widget-text-editor\" data-id=\"5fa5287\" 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;\"><span style=\"text-decoration: underline;\"><strong>Bon \u00e0 savoir<\/strong><\/span> : Pour cr\u00e9er des applications web analytiques, Dash s\u2019appuie sur une base de donn\u00e9es importante. \u00c0 ce titre, il s\u2019utilise avec Flask, la biblioth\u00e8que React JS et la biblioth\u00e8que de tra\u00e7age JavaScript Plotly.<\/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-41af032 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"41af032\" 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=\"https:\/\/datascientest.com\/formations-data\">\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\">Apprendre \u00e0 utiliser Dash<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f87008e e-flex e-con-boxed e-con\" data-id=\"f87008e\" 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-bdaf041 elementor-widget elementor-widget-heading\" data-id=\"bdaf041\" 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\">8 - Tornado, le framework Python asynchrone<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95193e8 elementor-widget elementor-widget-image\" data-id=\"95193e8\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"325\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/tornado-logo.png\" class=\"attachment-full size-full wp-image-231953\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/tornado-logo.png 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/tornado-logo-300x95.png 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/02\/tornado-logo-768x244.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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-2857b02 elementor-widget elementor-widget-text-editor\" data-id=\"2857b02\" 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;\">En tant que framework Python asynchrone, <strong>Tornado<\/strong> permet de<\/span><b> g\u00e9n\u00e9rer plus de 10 000 connexions simultan\u00e9ment. <\/b><span style=\"font-weight: 400;\">Cr\u00e9\u00e9 \u00e0 l\u2019origine par FriendFeed, cet outil a ensuite \u00e9t\u00e9 rachet\u00e9 par Facebook en 2009.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Aujourd\u2019hui, c\u2019est l\u2019un des frameworks asynchrones les plus populaires aupr\u00e8s des d\u00e9veloppeurs exp\u00e9riment\u00e9s, notamment gr\u00e2ce \u00e0 :\u00a0<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">une haute performance ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">une assistance de qualit\u00e9 ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">une s\u00e9curit\u00e9 optimale ;\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">un service d\u2019authentification d\u2019utilisateur.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8650b6f elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"8650b6f\" 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=\"https:\/\/datascientest.com\/formations-data\">\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\">Apprendre \u00e0 utiliser Tornado<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2d53d6a e-flex e-con-boxed e-con\" data-id=\"2d53d6a\" 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-f9948b9 elementor-widget elementor-widget-heading\" data-id=\"f9948b9\" 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\">Apprenez \u00e0 utiliser les meilleurs Frameworks Python avec DataScientest<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a1b5bb elementor-widget elementor-widget-text-editor\" data-id=\"5a1b5bb\" 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;\">Tous les frameworks Python susmentionn\u00e9s ne constituent qu\u2019une petite partie de la multitude d\u2019outils disponibles. Dans tous les cas, vous devez <strong>bien choisir votre framework en fonction du projet<\/strong> sur lequel vous travaillez. Mais avant de conna\u00eetre la grande diversit\u00e9 de logiciels, vous devrez <a href=\"https:\/\/datascientest.com\/formation-devops-alternance\">vous y former<\/a>. Pourquoi pas chez <strong>DataScientest<\/strong> ? Vous apprendrez \u00e0 utiliser les principaux frameworks Python afin de concevoir tous types d\u2019applications ou logiciels.<\/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-4e7b9a6 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"4e7b9a6\" 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=\"https:\/\/datascientest.com\/formations-data\">\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\">Se former sur les framework Python<\/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<div class=\"elementor-element elementor-element-5c6495f elementor-widget elementor-widget-html\" data-id=\"5c6495f\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Qu\u2019est-ce que Django ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Django est une solution tout-en-un qui vous permet de travailler sur tous les aspects d\u2019un logiciel ou application (bases de donn\u00e9es, services dorsaux, interfaces frontales, \u2026). Open-source et totalement gratuit, ce framework Python propose une multitude de fonctionnalit\u00e9s \u00e9volutives.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Qu'est-ce que Pyramid ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Pyramid est une application open source visant \u00e0 simplifier le travail des d\u00e9veloppeurs. Et ce, m\u00eame pour les projets les plus complexes. Gr\u00e2ce \u00e0 toutes ses ressources, vous pourrez aussi bien travailler sur des petites que sur de grandes applications.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Qu'est-ce que Flask ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"En tant que micro framework, Flask propose uniquement des fonctionnalit\u00e9s utiles au d\u00e9veloppement d\u2019une application web en particulier. En l'occurrence, les petits projets. M\u00eame s\u2019il est \u00e0 privil\u00e9gier dans le cadre des applications simples, Flask n\u2019en reste pas moins l\u2019un des meilleurs micro framework de Python. Gr\u00e2ce \u00e0 lui, vous pourrez construire une base solide pour vos applications web.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Qu'est-ce que CherryPy ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Cherry Py est un micro framework Python open source con\u00e7u pour \u00eatre extensible. Notamment gr\u00e2ce \u00e0 ses fonctions en dehors du cycle demande-r\u00e9ponse. Cet outil est \u00e0 utiliser avec des applications autonomes int\u00e9grant leur propre serveur web multithread.\"\r\n    }\r\n  }]\r\n}\r\n<\/script>\r\n\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>Outil de r\u00e9f\u00e9rence pour le machine learning et l\u2019IA, Python rencontre un succ\u00e8s grandissant aupr\u00e8s des d\u00e9veloppeurs et data scientists. Si les professionnels du dev et de la data doivent imp\u00e9rativement ma\u00eetriser ce langage de programmation, ils peuvent aussi utiliser les frameworks. Offrant un cadre et une structure, ces outils permettent d\u2019automatiser certaines t\u00e2ches et [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":179855,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2497],"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>Top 8 des meilleurs frameworks Python<\/title>\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\/top-huit-meilleurs-frameworks-python\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Top 8 des meilleurs frameworks Python\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/top-huit-meilleurs-frameworks-python\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2024-03-25T06:30:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-03T10:45:06+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/10\/Illu_BLOG_python_annotation.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"562\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"J\u00e9r\u00e9my Robert\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"J\u00e9r\u00e9my Robert\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/top-huit-meilleurs-frameworks-python\",\"url\":\"https:\/\/datascientest.com\/top-huit-meilleurs-frameworks-python\",\"name\":\"Top 8 des meilleurs frameworks Python\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2024-03-25T06:30:00+00:00\",\"dateModified\":\"2024-04-03T10:45:06+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/top-huit-meilleurs-frameworks-python\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/datascientest.com\/#website\",\"url\":\"https:\/\/datascientest.com\/\",\"name\":\"Formation Data Science | DataScientest.com\",\"description\":\"Leader de la formation en Data Science\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/datascientest.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925\",\"name\":\"J\u00e9r\u00e9my Robert\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/jeremyrobert.jpeg\",\"contentUrl\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/jeremyrobert.jpeg\",\"caption\":\"J\u00e9r\u00e9my Robert\"},\"description\":\"J\u00e9r\u00e9my Robert est actuellement Directeur p\u00e9dagogique B2B chez DataScientest.com. 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