{"id":900,"date":"2025-01-31T23:29:00","date_gmt":"2025-01-01T09:00:00","guid":{"rendered":"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/a\/definition_algorithmes-d-apprentissage-automatique\/"},"modified":"2025-06-05T23:27:08","modified_gmt":"2025-06-05T21:27:08","slug":"definition-algorithmes-d-apprentissage-automatique","status":"publish","type":"post","link":"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/a\/definition-algorithmes-d-apprentissage-automatique\/","title":{"rendered":"Algorithmes d&rsquo;apprentissage automatique"},"content":{"rendered":"<p>Au c\u0153ur de l&rsquo;intelligence artificielle et du prompt engineering se trouvent les algorithmes d&rsquo;apprentissage automatique. Qu&rsquo;est-ce que les algorithmes d&rsquo;apprentissage automatique\u00a0? Ce sont des programmes informatiques qui permettent aux machines d&rsquo;apprendre \u00e0 partir de donn\u00e9es sans \u00eatre explicitement programm\u00e9es.<\/p>\n<h3>Comment fonctionnent les algorithmes d&rsquo;apprentissage automatique\u00a0?<\/h3>\n<p>Imaginez un chien que vous dressez\u00a0: au lieu de lui donner des instructions pr\u00e9cises pour chaque situation, vous le r\u00e9compensez lorsqu&rsquo;il adopte le bon comportement.  Les algorithmes d&rsquo;apprentissage automatique fonctionnent de mani\u00e8re similaire.  On leur fournit un ensemble de donn\u00e9es d&rsquo;entra\u00eenement, et ils ajustent leurs param\u00e8tres internes pour am\u00e9liorer leurs performances sur une t\u00e2che donn\u00e9e, un peu comme le chien apprend par essais et erreurs.  Il existe diff\u00e9rents types d&rsquo;apprentissage automatique, comme l&rsquo;apprentissage supervis\u00e9 (avec des donn\u00e9es \u00e9tiquet\u00e9es), l&rsquo;apprentissage non supervis\u00e9 (sans \u00e9tiquettes) et l&rsquo;apprentissage par renforcement (bas\u00e9 sur des r\u00e9compenses et des p\u00e9nalit\u00e9s).<\/p>\n<h3>Pourquoi les algorithmes d&rsquo;apprentissage automatique sont-ils importants\u00a0?<\/h3>\n<p>Les algorithmes d&rsquo;apprentissage automatique sont essentiels car ils permettent aux machines d&rsquo;effectuer des t\u00e2ches complexes et d&rsquo;am\u00e9liorer leurs performances au fil du temps. En prompt engineering, ils sont utilis\u00e9s pour g\u00e9n\u00e9rer du texte, traduire des langues, r\u00e9pondre \u00e0 des questions, et bien plus encore. Par exemple, un mod\u00e8le de g\u00e9n\u00e9ration de texte peut \u00eatre entra\u00een\u00e9 sur un vaste corpus de donn\u00e9es textuelles pour apprendre \u00e0 \u00e9crire des articles de blog ou des po\u00e8mes.  L&rsquo;am\u00e9lioration de la qualit\u00e9 des donn\u00e9es d&rsquo;entra\u00eenement et des algorithmes permet d&rsquo;obtenir des r\u00e9sultats plus pertinents et cr\u00e9atifs.  L&rsquo;apprentissage automatique est donc au c\u0153ur des progr\u00e8s de l&rsquo;IA.<\/p>\n<h3>Termes associ\u00e9s<\/h3>\n<ul id=\"TermesAssocies\">\n<li><a href=\"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/?s=Apprentissage+supervis%C3%A9\">Apprentissage supervis\u00e9<\/a><\/li>\n<li><a href=\"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/?s=Apprentissage+non+supervis%C3%A9\">Apprentissage non supervis\u00e9<\/a><\/li>\n<li><a href=\"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/?s=Apprentissage+par+renforcement\">Apprentissage par renforcement<\/a><\/li>\n<li><a href=\"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/?s=Prompt+engineering\">Prompt engineering<\/a><\/li>\n<li><a href=\"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/?s=Intelligence+artificielle\">Intelligence artificielle<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Au c\u0153ur de l&rsquo;intelligence artificielle et du prompt engineering se trouvent les algorithmes d&rsquo;apprentissage automatique. Qu&rsquo;est-ce que les algorithmes d&rsquo;apprentissage automatique\u00a0? Ce sont des programmes informatiques qui permettent aux machines d&rsquo;apprendre \u00e0 partir de donn\u00e9es sans \u00eatre explicitement programm\u00e9es. Comment fonctionnent les algorithmes d&rsquo;apprentissage automatique\u00a0? Imaginez un chien que vous dressez\u00a0: au lieu de lui [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[3],"tags":[243,64,63,37,57,12],"class_list":["post-900","post","type-post","status-publish","format-standard","hentry","category-a","tag-algorithmes-dapprentissage-automatique","tag-apprentissage-non-supervise","tag-apprentissage-par-renforcement","tag-apprentissage-supervise","tag-intelligence-artificielle","tag-prompt-engineering"],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false},"uagb_author_info":{"display_name":"","author_link":"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"Au c\u0153ur de l&rsquo;intelligence artificielle et du prompt engineering se trouvent les algorithmes d&rsquo;apprentissage automatique. Qu&rsquo;est-ce que les algorithmes d&rsquo;apprentissage automatique\u00a0? Ce sont des programmes informatiques qui permettent aux machines d&rsquo;apprendre \u00e0 partir de donn\u00e9es sans \u00eatre explicitement programm\u00e9es. Comment fonctionnent les algorithmes d&rsquo;apprentissage automatique\u00a0? Imaginez un chien que vous dressez\u00a0: au lieu de lui\u2026","_links":{"self":[{"href":"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/wp-json\/wp\/v2\/posts\/900","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/wp-json\/wp\/v2\/comments?post=900"}],"version-history":[{"count":1,"href":"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/wp-json\/wp\/v2\/posts\/900\/revisions"}],"predecessor-version":[{"id":930,"href":"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/wp-json\/wp\/v2\/posts\/900\/revisions\/930"}],"wp:attachment":[{"href":"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/wp-json\/wp\/v2\/media?parent=900"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/wp-json\/wp\/v2\/categories?post=900"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/happynumeric.com\/lexique-intelligence-artificielle\/wp-json\/wp\/v2\/tags?post=900"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}