{"id":9004,"date":"2026-11-02T12:19:39","date_gmt":"2026-11-02T12:19:39","guid":{"rendered":"https:\/\/portaileduc.net\/website\/?p=9004"},"modified":"2026-11-02T22:26:37","modified_gmt":"2026-11-02T22:26:37","slug":"machine-learning-et-deep-learning-3-cours-gratuits","status":"publish","type":"post","link":"https:\/\/portaileduc.net\/website\/machine-learning-et-deep-learning-3-cours-gratuits\/","title":{"rendered":"Machine Learning et Deep Learning : 3 cours gratuits"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>Comment fonctionne r\u00e9ellement l&rsquo;intelligence artificielle ? Comment une machine apprend-elle \u00e0 reconna\u00eetre des formes, \u00e0 classer des informations ou \u00e0 analyser des images ?<\/strong> Pour d\u00e9couvrir les principes scientifiques qui se cachent derri\u00e8re les outils d&rsquo;IA, Sabri Abdelouahed, enseignant-chercheur \u00e0 la Facult\u00e9 des sciences de F\u00e8s, propose une s\u00e9rie de formations gratuites accessibles en ligne.<\/p>\n\n\n<p class=\"wp-block-paragraph\">Ce parcours permet d&rsquo;aborder progressivement trois notions fondamentales : le Machine Learning, les r\u00e9seaux de neurones artificiels et les r\u00e9seaux de neurones convolutifs. Une occasion de d\u00e9passer la simple utilisation des outils d&rsquo;intelligence artificielle pour mieux comprendre les m\u00e9canismes sur lesquels reposent de nombreuses applications.<\/p>\n\n\n<h3 class=\"wp-block-heading\">Trois s\u00e9ances pour comprendre les fondements de l&rsquo;IA<\/h3>\n\n\n<p class=\"wp-block-paragraph\">La formation s&rsquo;organise autour de trois s\u00e9ances compl\u00e9mentaires, qui suivent une progression des principes g\u00e9n\u00e9raux de l&rsquo;apprentissage automatique vers des architectures de r\u00e9seaux de neurones plus sp\u00e9cialis\u00e9es.<\/p>\n\n\n<h4 class=\"wp-block-heading\">S\u00e9ance 1 : introduction au Machine Learning<\/h4>\n\n\n<p class=\"wp-block-paragraph\">Cette premi\u00e8re s\u00e9ance pr\u00e9sente les principes de l&rsquo;apprentissage automatique, ou <em>Machine Learning<\/em>. Le Machine Learning d\u00e9signe un ensemble de m\u00e9thodes permettant \u00e0 des syst\u00e8mes informatiques d&rsquo;apprendre \u00e0 partir de donn\u00e9es, plut\u00f4t que de suivre exclusivement des r\u00e8gles programm\u00e9es \u00e0 l&rsquo;avance.<\/p>\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-995f960e wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group pe-encadre is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"wp-block-paragraph\"><strong>L&rsquo;apprentissage supervis\u00e9<\/strong><br>Le syst\u00e8me apprend \u00e0 partir d&rsquo;exemples pour lesquels les r\u00e9sultats attendus sont connus, comme des images accompagn\u00e9es de leur cat\u00e9gorie.<\/p>\n<\/div>\n<\/div>\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group pe-encadre is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"wp-block-paragraph\"><strong>L&rsquo;apprentissage non supervis\u00e9<\/strong><br>Le syst\u00e8me recherche des structures, des regroupements ou des r\u00e9gularit\u00e9s dans des donn\u00e9es sans disposer de cat\u00e9gories pr\u00e9d\u00e9finies.<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Cette distinction permet de comprendre comment les syst\u00e8mes d&rsquo;IA peuvent \u00eatre entra\u00een\u00e9s pour r\u00e9aliser diff\u00e9rentes t\u00e2ches.<\/p>\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<span class=\"embed-youtube\" style=\"text-align:center; display: block;\"><iframe loading=\"lazy\" class=\"youtube-player\" title=\"YouTube video player\" width=\"1290\" height=\"726\" src=\"https:\/\/www.youtube.com\/embed\/4Kf2BlL1boQ?version=3&#038;rel=1&#038;showsearch=0&#038;showinfo=1&#038;iv_load_policy=1&#038;fs=1&#038;hl=fr-FR&#038;autohide=2&#038;wmode=transparent\" allowfullscreen=\"true\" style=\"border:0;\" sandbox=\"allow-scripts allow-same-origin allow-popups allow-presentation allow-popups-to-escape-sandbox\"><\/iframe><\/span>\n<\/div><\/figure>\n\n\n<h4 class=\"wp-block-heading\">S\u00e9ance 2 : les r\u00e9seaux de neurones artificiels (ANN)<\/h4>\n\n\n<p class=\"wp-block-paragraph\">La deuxi\u00e8me s\u00e9ance s&rsquo;int\u00e9resse aux r\u00e9seaux de neurones artificiels, souvent d\u00e9sign\u00e9s par l&rsquo;acronyme ANN (<em>Artificial Neural Networks<\/em>). Ces mod\u00e8les informatiques s&rsquo;appuient sur des unit\u00e9s de calcul interconnect\u00e9es, organis\u00e9es en couches, qui transforment progressivement les informations re\u00e7ues.<\/p>\n\n\n<p class=\"wp-block-paragraph\">La formation vise \u00e0 faire d\u00e9couvrir les principes de leur fonctionnement et \u00e0 introduire les fondements du <em>Deep Learning<\/em>, ou apprentissage profond. Cette approche repose sur des r\u00e9seaux comportant plusieurs couches capables d&rsquo;apprendre des repr\u00e9sentations de plus en plus complexes \u00e0 partir des donn\u00e9es.<\/p>\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<span class=\"embed-youtube\" style=\"text-align:center; display: block;\"><iframe loading=\"lazy\" class=\"youtube-player\" title=\"YouTube video player\" width=\"1290\" height=\"726\" src=\"https:\/\/www.youtube.com\/embed\/s9CgutLubrs?version=3&#038;rel=1&#038;showsearch=0&#038;showinfo=1&#038;iv_load_policy=1&#038;fs=1&#038;hl=fr-FR&#038;autohide=2&#038;wmode=transparent\" allowfullscreen=\"true\" style=\"border:0;\" sandbox=\"allow-scripts allow-same-origin allow-popups allow-presentation allow-popups-to-escape-sandbox\"><\/iframe><\/span>\n<\/div><\/figure>\n\n\n<h4 class=\"wp-block-heading\">S\u00e9ance 3 : les r\u00e9seaux de neurones convolutifs (CNN)<\/h4>\n\n\n<p class=\"wp-block-paragraph\">La troisi\u00e8me s\u00e9ance pr\u00e9sente les r\u00e9seaux de neurones convolutifs, ou CNN (<em>Convolutional Neural Networks<\/em>). Ces architectures sont particuli\u00e8rement utilis\u00e9es pour traiter des donn\u00e9es organis\u00e9es sous forme de grilles, notamment les images.<\/p>\n\n\n<p class=\"wp-block-paragraph\">Elles permettent d&rsquo;apprendre \u00e0 identifier progressivement diff\u00e9rentes caract\u00e9ristiques visuelles, comme des contours, des textures ou des formes plus complexes. Cette s\u00e9ance constitue une introduction aux m\u00e9canismes utilis\u00e9s dans de nombreuses applications de reconnaissance et d&rsquo;analyse d&rsquo;images.<\/p>\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<span class=\"embed-youtube\" style=\"text-align:center; display: block;\"><iframe loading=\"lazy\" class=\"youtube-player\" title=\"YouTube video player\" width=\"1290\" height=\"726\" src=\"https:\/\/www.youtube.com\/embed\/bcPggJyNlac?version=3&#038;rel=1&#038;showsearch=0&#038;showinfo=1&#038;iv_load_policy=1&#038;fs=1&#038;hl=fr-FR&#038;autohide=2&#038;wmode=transparent\" allowfullscreen=\"true\" style=\"border:0;\" sandbox=\"allow-scripts allow-same-origin allow-popups allow-presentation allow-popups-to-escape-sandbox\"><\/iframe><\/span>\n<\/div><\/figure>\n\n\n<h3 class=\"wp-block-heading\">De la th\u00e9orie \u00e0 la pratique<\/h3>\n\n\n<p class=\"wp-block-paragraph\">L&rsquo;objectif annonc\u00e9 par l&rsquo;auteur est de proposer davantage qu&rsquo;une pr\u00e9sentation th\u00e9orique des notions. Les formations cherchent \u00e0 articuler :<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li>La d\u00e9couverte des concepts fondamentaux ;<\/li>\n\n\n<li>L&rsquo;explication des m\u00e9canismes utilis\u00e9s en intelligence artificielle ;<\/li>\n\n\n<li>La compr\u00e9hension des diff\u00e9rentes m\u00e9thodes d&rsquo;apprentissage ;<\/li>\n\n\n<li>Des exemples permettant d&rsquo;illustrer les notions abord\u00e9es ;<\/li>\n\n\n<li>Une mise en pratique progressive \u00e0 travers des ateliers en ligne.<\/li>\n<\/ul>\n\n\n<p class=\"wp-block-paragraph\">Cette d\u00e9marche vise \u00e0 accompagner les participant\u00b7es vers une meilleure compr\u00e9hension de la conception et de l&rsquo;impl\u00e9mentation des syst\u00e8mes d&rsquo;apprentissage automatique.<\/p>\n\n\n<h3 class=\"wp-block-heading\">\u00c0 qui s&rsquo;adressent ces formations ?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Les ressources sont propos\u00e9es aux personnes souhaitant d\u00e9couvrir ou approfondir les principes techniques de l&rsquo;intelligence artificielle. Elles peuvent notamment int\u00e9resser :<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li>Les \u00e9tudiant\u00b7es de l&rsquo;enseignement sup\u00e9rieur ;<\/li>\n\n\n<li>Les doctorant\u00b7es et les personnes engag\u00e9es dans la recherche ;<\/li>\n\n\n<li>Les enseignant\u00b7es et formateur\u00b7rices souhaitant approfondir leurs connaissances ;<\/li>\n\n\n<li>Les professionnel\u00b7les amen\u00e9\u00b7es \u00e0 travailler avec des applications d&rsquo;IA ;<\/li>\n\n\n<li>Les personnes curieuses de comprendre le fonctionnement des algorithmes.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-group pe-encadre is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"wp-block-paragraph\">Le parcours constitue une premi\u00e8re porte d&rsquo;entr\u00e9e dans ces domaines. Certaines notions, en particulier celles abord\u00e9es dans les s\u00e9ances sur les r\u00e9seaux de neurones, peuvent toutefois n\u00e9cessiter des connaissances math\u00e9matiques ou informatiques compl\u00e9mentaires pour \u00eatre pleinement ma\u00eetris\u00e9es.<\/p>\n<\/div>\n\n\n<h3 class=\"wp-block-heading\">Quel int\u00e9r\u00eat pour les enseignant\u00b7es et formateur\u00b7rices ?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Ces vid\u00e9os peuvent notamment alimenter des activit\u00e9s de formation consacr\u00e9es \u00e0 la culture num\u00e9rique et \u00e0 la compr\u00e9hension de l&rsquo;intelligence artificielle. Elles permettent d&rsquo;aborder plusieurs questions :<\/p>\n\n\n<div class=\"wp-block-group pe-grille-cartes is-layout-grid wp-container-core-group-is-layout-20a47b12 wp-block-group-is-layout-grid\">\n<div class=\"wp-block-group pe-encadre is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"wp-block-paragraph\"><strong>Comment une IA apprend-elle ?<\/strong><br>Les participant\u00b7es d\u00e9couvrent le r\u00f4le des donn\u00e9es d&rsquo;entra\u00eenement et la diff\u00e9rence entre diff\u00e9rentes m\u00e9thodes d&rsquo;apprentissage.<\/p>\n<\/div>\n\n\n<div class=\"wp-block-group pe-encadre is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"wp-block-paragraph\"><strong>Que signifie entra\u00eener un mod\u00e8le ?<\/strong><br>Les formations offrent un point de d\u00e9part pour comprendre comment un syst\u00e8me informatique peut ajuster son fonctionnement \u00e0 partir d&rsquo;exemples.<\/p>\n<\/div>\n\n\n<div class=\"wp-block-group pe-encadre is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"wp-block-paragraph\"><strong>Pourquoi utilise-t-on des r\u00e9seaux de neurones ?<\/strong><br>Les vid\u00e9os permettent d&rsquo;introduire des architectures utilis\u00e9es dans de nombreuses applications d&rsquo;intelligence artificielle.<\/p>\n<\/div>\n\n\n<div class=\"wp-block-group pe-encadre is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"wp-block-paragraph\"><strong>Comment une machine analyse-t-elle une image ?<\/strong><br>La s\u00e9ance consacr\u00e9e aux r\u00e9seaux convolutifs apporte des \u00e9l\u00e9ments pour comprendre les m\u00e9canismes de reconnaissance de caract\u00e9ristiques visuelles.<\/p>\n<\/div>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Dans l&rsquo;enseignement sup\u00e9rieur, en formation professionnelle ou dans le cadre d&rsquo;une initiation technique \u00e0 l&rsquo;IA, ces ressources peuvent compl\u00e9ter des activit\u00e9s pratiques, des d\u00e9monstrations ou des exercices de programmation.<\/p>\n\n\n<h3 class=\"wp-block-heading\">Comprendre l&rsquo;IA plut\u00f4t que simplement l&rsquo;utiliser<\/h3>\n\n\n<p class=\"wp-block-paragraph\">L&rsquo;int\u00e9r\u00eat de cette initiative r\u00e9side dans la volont\u00e9 de rendre accessibles des connaissances souvent r\u00e9serv\u00e9es aux formations sp\u00e9cialis\u00e9es. Alors que de nombreuses ressources expliquent comment utiliser les outils d&rsquo;intelligence artificielle g\u00e9n\u00e9rative, ce parcours invite \u00e0 explorer les principes techniques qui rendent possibles certaines applications d&rsquo;IA. Il contribue ainsi au d\u00e9veloppement d&rsquo;une culture de l&rsquo;intelligence artificielle reposant sur la compr\u00e9hension des m\u00e9thodes, des donn\u00e9es et des mod\u00e8les.<\/p>\n\n\n<p class=\"wp-block-paragraph\"><strong>Les trois s\u00e9ances peuvent \u00eatre visionn\u00e9es ind\u00e9pendamment, mais leur progression permet de construire les connaissances \u00e9tape par \u00e9tape.<\/strong><\/p>\n\n\n<p class=\"wp-block-paragraph\"><strong>S\u00e9ance 1 : Introduction au Machine Learning :<\/strong><br><a href=\"https:\/\/youtu.be\/4Kf2BlL1boQ\">https:\/\/youtu.be\/4Kf2BlL1boQ<\/a><br><strong>S\u00e9ance 2 : R\u00e9seaux de neurones artificiels (ANN) :<\/strong><br><a href=\"https:\/\/youtu.be\/s9CgutLubrs\">https:\/\/youtu.be\/s9CgutLubrs<\/a><br><strong>S\u00e9ance 3 : R\u00e9seaux de neurones convolutifs (CNN) :<\/strong><br><a href=\"https:\/\/www.youtube.com\/watch?v=bcPggJyNlac\">https:\/\/www.youtube.com\/watch?v=bcPggJyNlac<\/a><br><strong>Retrouver la pr\u00e9sentation du parcours par Sabri Abdelouahed :<\/strong><br><a href=\"https:\/\/www.linkedin.com\/posts\/sabri-abdelouahed-31111010a_formation-ia-s%C3%A9ance-1-introduction-au-activity-7519915450521022464-MNRS\">https:\/\/www.linkedin.com\/posts\/sabri-abdelouahed-31111010a_formation-ia-s%C3%A9ance-1-introduction-au-activity-7519915450521022464-MNRS<\/a><\/p>\n\n\n<div class=\"wp-block-group pe-lire-aussi is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\">\u00c0 voir aussi sur PortailEduc<\/h3>\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/portaileduc.net\/website\/mon-premier-llm-comprendre-comment-une-ia-choisit-ses-mots\/\">Mon premier LLM : comprendre comment une IA choisit ses mots<\/a><\/li>\n\n\n<li><a href=\"https:\/\/portaileduc.net\/website\/construire-une-ia-en-papier-qui-apprend-a-gagner\/\">Construire une IA en papier qui apprend \u00e0 gagner<\/a><\/li>\n\n\n<li><a href=\"https:\/\/portaileduc.net\/website\/lodyssee-de-lintelligence-lhistoire-de-lia-en-un-parcours-interactif\/\">L&rsquo;Odyss\u00e9e de l&rsquo;Intelligence : l&rsquo;histoire de l&rsquo;IA<\/a><\/li>\n\n\n<li><a href=\"https:\/\/portaileduc.net\/website\/interstices-la-revue-en-ligne-pour-comprendre-les-sciences-du-numerique\/\">Interstices : la revue des sciences du num\u00e9rique<\/a><\/li>\n<\/ul>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Trois vid\u00e9os gratuites de Sabri Abdelouahed (Facult\u00e9 des sciences de F\u00e8s) pour comprendre le Machine Learning, les r\u00e9seaux de neurones artificiels et les r\u00e9seaux convolutifs, du principe aux applications.<\/p>\n","protected":false},"author":2,"featured_media":9013,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","jetpack_post_was_ever_published":false},"categories":[236],"tags":[286,308,310,311,331],"class_list":["post-9004","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ia","tag-capsules-video","tag-enseignement-superieur","tag-en-programmation-algorithmes-et-automation","tag-education-par-et-au-numerique","tag-enseignement-pour-adultes-formation-dadultes"],"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p6aRPV-2le","jetpack-related-posts":[{"id":7838,"url":"https:\/\/portaileduc.net\/website\/intelligence-artificielle-des-ressources-pour-les-charge%c2%b7e%c2%b7s-de-cours\/","url_meta":{"origin":9004,"position":0},"title":"IA : des ressources pour les charg\u00e9\u00b7e\u00b7s de cours","author":"Maxime Duquesnoy","date":"23 octobre 2026","format":false,"excerpt":"La Direction de l'Enseignement pour Adultes du SeGEC propose un espace de ressources sur l'IA con\u00e7u pour les charg\u00e9\u00b7es de cours : comprendre, int\u00e9grer et accompagner des usages responsables.","rel":"","context":"Dans &quot;Intelligence artificielle&quot;","block_context":{"text":"Intelligence artificielle","link":"https:\/\/portaileduc.net\/website\/category\/ia\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/portaileduc.net\/website\/wp-content\/uploads\/2026\/10\/Image28.png?fit=1200%2C730&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/portaileduc.net\/website\/wp-content\/uploads\/2026\/10\/Image28.png?fit=1200%2C730&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/portaileduc.net\/website\/wp-content\/uploads\/2026\/10\/Image28.png?fit=1200%2C730&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/portaileduc.net\/website\/wp-content\/uploads\/2026\/10\/Image28.png?fit=1200%2C730&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/portaileduc.net\/website\/wp-content\/uploads\/2026\/10\/Image28.png?fit=1200%2C730&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":7303,"url":"https:\/\/portaileduc.net\/website\/didaklab-un-laboratoire-pour-comprendre-comment-fonctionne-une-ia\/","url_meta":{"origin":9004,"position":1},"title":"Didak\u2019lab : un laboratoire pour exp\u00e9rimenter l\u2019IA","author":"Maxime Duquesnoy","date":"24 octobre 2026","format":false,"excerpt":"Didak'lab, le laboratoire interactif de NovaP\u00e9da, fait d\u00e9couvrir dans le navigateur comment une IA apprend, pr\u00e9dit une r\u00e9ponse ou se trompe, sans pr\u00e9requis technique.","rel":"","context":"Dans &quot;Education au num\u00e9rique&quot;","block_context":{"text":"Education au num\u00e9rique","link":"https:\/\/portaileduc.net\/website\/category\/education-au-numerique\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/portaileduc.net\/website\/wp-content\/uploads\/2026\/10\/image-16.png?fit=1200%2C572&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/portaileduc.net\/website\/wp-content\/uploads\/2026\/10\/image-16.png?fit=1200%2C572&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/portaileduc.net\/website\/wp-content\/uploads\/2026\/10\/image-16.png?fit=1200%2C572&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/portaileduc.net\/website\/wp-content\/uploads\/2026\/10\/image-16.png?fit=1200%2C572&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/portaileduc.net\/website\/wp-content\/uploads\/2026\/10\/image-16.png?fit=1200%2C572&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":7368,"url":"https:\/\/portaileduc.net\/website\/digital-learning-une-boite-a-outils-pour-choisir-ses-applications-pedagogiques\/","url_meta":{"origin":9004,"position":2},"title":"Digital Learning : choisir ses applications p\u00e9dagogiques","author":"Maxime Duquesnoy","date":"22 octobre 2026","format":false,"excerpt":"La bo\u00eete \u00e0 outils du Digital Learning, une biblioth\u00e8que d'applications class\u00e9es par usage p\u00e9dagogique, pour choisir ses outils \u00e0 partir de ses besoins.","rel":"","context":"Dans &quot;Outils TICE&quot;","block_context":{"text":"Outils 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