{"id":11360,"date":"2024-03-25T17:54:28","date_gmt":"2024-03-25T17:54:28","guid":{"rendered":"https:\/\/maghrebcarriere.com\/formation\/?post_type=lp_course&#038;p=11360"},"modified":"2024-03-26T11:23:07","modified_gmt":"2024-03-26T11:23:07","slug":"don-01-introduction-a-la-science-des-donnees","status":"publish","type":"lp_course","link":"https:\/\/maghrebcarriere.com\/formation\/courses\/don-01-introduction-a-la-science-des-donnees\/","title":{"rendered":"DON-01: introduction \u00e0 la science des donn\u00e9es"},"content":{"rendered":"<div class=\"flex flex-grow flex-col max-w-full\">\n<div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"7f3b67e4-3283-478d-a66c-ae81b2dbde64\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<p>Un cours sur la science des donn\u00e9es pourrait couvrir plusieurs sujets passionnants ! Voici un plan possible pour un tel cours :<\/p>\n<h3>1-Introduction \u00e0 la science des donn\u00e9es<\/h3>\n<ul>\n<li>D\u00e9finition de la science des donn\u00e9es<\/li>\n<li>Importance et applications dans divers domaines<\/li>\n<li>\u00c9volution de la science des donn\u00e9es<\/li>\n<\/ul>\n<h3>2-Fondements de la science des donn\u00e9es<\/h3>\n<ul>\n<li>Les types de donn\u00e9es (structur\u00e9es, non structur\u00e9es, semi-structur\u00e9es)<\/li>\n<li>Les \u00e9tapes du processus de science des donn\u00e9es : acquisition, nettoyage, exploration, mod\u00e9lisation, interpr\u00e9tation des r\u00e9sultats<\/li>\n<\/ul>\n<h3>3-Programmation pour la science des donn\u00e9es<\/h3>\n<ul>\n<li>Introduction \u00e0 Python ou R pour la science des donn\u00e9es<\/li>\n<li>Manipulation de donn\u00e9es avec des biblioth\u00e8ques telles que Pandas (Python) ou dplyr (R)<\/li>\n<li>Visualisation de donn\u00e9es avec Matplotlib (Python) ou ggplot2 (R)<\/li>\n<\/ul>\n<h3>4-Statistiques pour la science des donn\u00e9es<\/h3>\n<ul>\n<li>Concepts de base en statistiques (moyenne, m\u00e9diane, \u00e9cart-type, etc.)<\/li>\n<li>Tests statistiques (t-test, ANOVA, r\u00e9gression lin\u00e9aire, etc.)<\/li>\n<li>M\u00e9thodes de statistiques descriptives et inf\u00e9rentielles<\/li>\n<\/ul>\n<h3>5-Apprentissage automatique<\/h3>\n<ul>\n<li>Introduction \u00e0 l&rsquo;apprentissage automatique (supervis\u00e9, non supervis\u00e9, semi-supervis\u00e9)<\/li>\n<li>Algorithmes de classification (r\u00e9gression logistique, arbres de d\u00e9cision, etc.)<\/li>\n<li>Algorithmes de regroupement (k-moyennes, DBSCAN, etc.)<\/li>\n<li>\u00c9valuation des mod\u00e8les et s\u00e9lection des caract\u00e9ristiques<\/li>\n<\/ul>\n<h3>6-Big Data et outils de traitement<\/h3>\n<ul>\n<li>Concepts de Big Data<\/li>\n<li>Introduction \u00e0 Hadoop et MapReduce<\/li>\n<li>Outils pour le traitement de Big Data : Spark, Hive, Pig, etc.<\/li>\n<\/ul>\n<h3>7-Applications avanc\u00e9es<\/h3>\n<ul>\n<li>Traitement du langage naturel (NLP) pour l&rsquo;analyse de texte<\/li>\n<li>R\u00e9seaux de neurones et apprentissage profond<\/li>\n<\/ul>\n<p>Ce cours devrait offrir une base solide en science des donn\u00e9es, en combinant \u00e0 la fois des concepts th\u00e9oriques et des applications pratiques.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"mt-1 flex justify-start gap-3 empty:hidden\">\n<div class=\"text-gray-400 flex self-end lg:self-center items-center justify-center lg:justify-start mt-0 -ml-1 h-7 gap-[2px] visible\"><\/div>\n<\/div>\n<div class=\"flex\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Un cours sur la science des donn\u00e9es pourrait couvrir plusieurs sujets passionnants ! Voici un plan possible pour un tel cours : 1-Introduction \u00e0 la science des donn\u00e9es D\u00e9finition de la science des donn\u00e9es Importance et applications dans divers domaines &hellip; <\/p>\n","protected":false},"author":1,"featured_media":11387,"comment_status":"open","ping_status":"closed","template":"","course_category":[71],"course_tag":[],"class_list":["post-11360","lp_course","type-lp_course","status-publish","has-post-thumbnail","hentry","course_category-sciences-des-donnees-ia","course"],"_links":{"self":[{"href":"https:\/\/maghrebcarriere.com\/formation\/wp-json\/wp\/v2\/lp_course\/11360","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/maghrebcarriere.com\/formation\/wp-json\/wp\/v2\/lp_course"}],"about":[{"href":"https:\/\/maghrebcarriere.com\/formation\/wp-json\/wp\/v2\/types\/lp_course"}],"author":[{"embeddable":true,"href":"https:\/\/maghrebcarriere.com\/formation\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/maghrebcarriere.com\/formation\/wp-json\/wp\/v2\/comments?post=11360"}],"version-history":[{"count":3,"href":"https:\/\/maghrebcarriere.com\/formation\/wp-json\/wp\/v2\/lp_course\/11360\/revisions"}],"predecessor-version":[{"id":11379,"href":"https:\/\/maghrebcarriere.com\/formation\/wp-json\/wp\/v2\/lp_course\/11360\/revisions\/11379"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/maghrebcarriere.com\/formation\/wp-json\/wp\/v2\/media\/11387"}],"wp:attachment":[{"href":"https:\/\/maghrebcarriere.com\/formation\/wp-json\/wp\/v2\/media?parent=11360"}],"wp:term":[{"taxonomy":"course_category","embeddable":true,"href":"https:\/\/maghrebcarriere.com\/formation\/wp-json\/wp\/v2\/course_category?post=11360"},{"taxonomy":"course_tag","embeddable":true,"href":"https:\/\/maghrebcarriere.com\/formation\/wp-json\/wp\/v2\/course_tag?post=11360"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}