{"id":99,"date":"2017-08-28T15:00:14","date_gmt":"2017-08-28T14:00:14","guid":{"rendered":"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/?p=99"},"modified":"2023-11-06T17:19:39","modified_gmt":"2023-11-06T16:19:39","slug":"apprentissage-automatique-machine-learning","status":"publish","type":"post","link":"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/2017\/08\/28\/apprentissage-automatique-machine-learning\/","title":{"rendered":"Apprentissage automatique &#8211; Machine Learning"},"content":{"rendered":"\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/files\/2023\/11\/SIS_Presentation_MachineLearning_Grolleau.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Contenu embarqu\u00e9 Machine Learning.\"><\/object><a id=\"wp-block-file--media-adf93dc1-7d92-4461-b06a-913b2be587b2\" href=\"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/files\/2023\/11\/SIS_Presentation_MachineLearning_Grolleau.pdf\">Machine Learning<\/a><a href=\"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/files\/2023\/11\/SIS_Presentation_MachineLearning_Grolleau.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-adf93dc1-7d92-4461-b06a-913b2be587b2\">T\u00e9l\u00e9charger<\/a><\/div>\n\n\n<h1><strong>Apprentissage supervis\u00e9<\/strong><\/h1>\n<ul>\n<li>R\u00e8gle de Bayes<\/li>\n<li>Classification na\u00efve bay\u00e9sienne<\/li>\n<li>R\u00e9gression multivari\u00e9e<\/li>\n<li>R\u00e9gression r\u00e9gularis\u00e9e<\/li>\n<li>Protocole d\u2019apprentissage<\/li>\n<li>Les k plus proches voisins<\/li>\n<li>Dilemme biais\/variance<\/li>\n<li>Arbre de d\u00e9cision<\/li>\n<li>Bagging<\/li>\n<li>For\u00eat al\u00e9atoire<\/li>\n<li>Perceptron<\/li>\n<li>Perceptron multicouche<\/li>\n<li>Les r\u00e9seaux de neurones<\/li>\n<li>Deep learning<\/li>\n<\/ul>\n<h1><strong>Apprentissage non supervis\u00e9<\/strong><\/h1>\n<ul>\n<li>K-moyennes<\/li>\n<li>Cartes auto-organisatrices<\/li>\n<\/ul>\n<h1><strong>S\u00e9ries temporelles<\/strong><\/h1>\n<ul>\n<li>Mod\u00e8le ARMA<\/li>\n<li>S\u00e9ries temporelles et Machine Learning<\/li>\n<\/ul>\n<p>[clickToTweet tweet=\u00a0\u00bbIntroduction \u00e0 l&rsquo;apprentissage automatique, \u00e0 lire&#8230;\u00a0\u00bb quote=\u00a0\u00bbIntroduction \u00e0 l&rsquo;apprentissage automatique\u00a0\u00bb]<\/p>\n<p>[social_warfare]<\/p>","protected":false},"excerpt":{"rendered":"<p>Introduction au Machine Learning, apprentissage supervis\u00e9, apprentissage non supervis\u00e9, s\u00e9ries temporelles, &#8230; <a href=\"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/2017\/08\/28\/apprentissage-automatique-machine-learning\/\" class=\"more-link\">Continue Reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":9,"featured_media":221,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[45],"tags":[47,46,55,56,63,49,61,54,57,62,53,60,65,58,59,52,48,50,51,64,66],"class_list":["post-99","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ml","tag-apprentissage-non-supervise","tag-apprentissage-supervise","tag-arbre-de-decision","tag-bagging","tag-cartes-auto-organisatrices","tag-classification-naive-bayesienne","tag-deep-learning","tag-dilemme-biaisvariance","tag-foret-aleatoire","tag-k-moyennes","tag-les-k-plus-proches-voisins","tag-les-reseaux-de-neurones","tag-modele-arma","tag-perceptron","tag-perceptron-multicouche","tag-protocole-dapprentissage","tag-regle-de-bayes","tag-regression-multivariee","tag-regression-regularisee","tag-series-temporelles","tag-series-temporelles-et-machine-learning"],"_links":{"self":[{"href":"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/wp-json\/wp\/v2\/posts\/99","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/wp-json\/wp\/v2\/comments?post=99"}],"version-history":[{"count":10,"href":"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/wp-json\/wp\/v2\/posts\/99\/revisions"}],"predecessor-version":[{"id":208,"href":"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/wp-json\/wp\/v2\/posts\/99\/revisions\/208"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/wp-json\/wp\/v2\/media\/221"}],"wp:attachment":[{"href":"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/wp-json\/wp\/v2\/media?parent=99"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/wp-json\/wp\/v2\/categories?post=99"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sites.lesia.obspm.fr\/emmanuel-grolleau\/wp-json\/wp\/v2\/tags?post=99"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}