{"id":3211,"date":"2026-02-01T12:07:34","date_gmt":"2026-02-01T11:07:34","guid":{"rendered":"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/?page_id=3211"},"modified":"2026-02-04T07:50:54","modified_gmt":"2026-02-04T06:50:54","slug":"enseignement-des-mathematiques-et-intelligence-artificielle","status":"publish","type":"page","link":"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/enseignement-des-mathematiques-et-intelligence-artificielle\/","title":{"rendered":"Enseignement des math\u00e9matiques et Intelligence Artificielle"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n<p>Bienvenue sur cette page d\u00e9di\u00e9e \u00e0 l&rsquo;accompagnement des professeures et professeurs dans l&rsquo;appropriation de l&rsquo;<strong>Intelligence Artificielle au service de l\u2019enseignement des math\u00e9matiques et des apprentissages des \u00e9l\u00e8ves<\/strong>.<\/p>\n\n\n\n<p>Cette page s\u2019inscrit dans le cadre de la s\u00e9rie des trois webinaires qui se d\u00e9rouleront au cours de l\u2019ann\u00e9e 2025-2026. Elle les compl\u00e8te par de nombreux contenus et ressources et vise plusieurs objectifs :<br>&#8211; Permettre tout d\u2019abord une premi\u00e8re d\u00e9couverte du cadre r\u00e9glementaire relatif aux outils et usages potentiels de l\u2019intelligence artificielle dans le contexte de l\u2019enseignement des math\u00e9matiques.<br>&#8211; Proposer plus globalement des pistes des r\u00e9flexions et des rep\u00e8res p\u00e9dagogiques vers un usage raisonn\u00e9, \u00e9thique et responsable, et une utilisation p\u00e9dagogiquement efficace de l&rsquo;IA, en pla\u00e7ant l&rsquo;<strong>expertise professionnelle<\/strong>\u2013<strong>disciplinaire, didactique et p\u00e9dagogique- de l&rsquo;enseignant <\/strong>au c\u0153ur de la\u00a0r\u00e9flexion sur cette th\u00e9matique.<br><strong>Dans le respect du cadre d\u2019usage minist\u00e9riel<\/strong>, l&rsquo;IA est envisag\u00e9e comme un outil pouvant assister &#8211; et jamais \u00ab\u00a0faire \u00e0 la place de\u00a0\u00bb ou \u00ab\u00a0remplacer\u00a0\u00bb &#8211; l\u2019enseignant de math\u00e9matiques et ouvrant de nouvelles perspectives en mati\u00e8re de conception p\u00e9dagogique et de r\u00e9flexions didactiques.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column has-very-light-gray-to-cyan-bluish-gray-gradient-background has-background is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:40%\">\n<p><strong>Sommaire : <\/strong><br><strong>1 &#8211;<\/strong> <a href=\"#web0\">Cadre institutionnel et parcours magist\u00e8re<\/a><br><br><strong>2 &#8211;<\/strong> <strong>Webinaire n\u00b01 : <a href=\"#web1\"><\/a>Former \u00e0 l&rsquo;int\u00e9gration de l&rsquo;IA<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>a.  <a href=\"#web1\">Replay du webinaire<\/a><\/li>\n\n\n\n<li>b. <a href=\"#web1b\">R\u00e9seaux acad\u00e9miques autour de l&rsquo;IA et ressources associ\u00e9es<\/a><\/li>\n\n\n\n<li>c. <a href=\"#web1c\">Bo\u00eete \u00e0 outils et mutualisation<\/a><\/li>\n\n\n\n<li>d. <a href=\"#web1d\">L&rsquo;AI Quest : \u00c0 vous de jouer ! <\/a><\/li>\n<\/ul>\n\n\n\n<p><strong>3 &#8211;<\/strong> Webinaire n\u00b02 : <em>\u00e0 retrouver le 18 mars<\/em><br><br><strong>4 &#8211;<\/strong> Webinaire n\u00b03 : <em>\u00e0 retrouver le 27 mai<\/em><\/p>\n<\/div>\n<\/div>\n\n\n\n<p>Vous trouverez sur cette page diverses ressources (replays&nbsp;des webinaires, vid\u00e9os, glossaires, tutoriels, etc.) accessibles en ligne.<br>Pour r\u00e9pondre au mieux aux besoins et aspirations propres \u00e0 chacun, cette page est \u00e9volutive et sera nourrie au rythme des webinaires et des retours des participants (2 coll\u00e8gues par \u00e9tablissement en raison des limitations du nombre de connexions simultan\u00e9es) et de ceux de l\u2019ensemble de leurs coll\u00e8gues en \u00e9tablissement avec qui ils pourront mutualiser les d\u00e9couvertes et exp\u00e9rimentations.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">&#8211; <strong>Cadre institutionnel et parcours magist\u00e8re acad\u00e9mique<\/strong><\/h2>\n\n\n\n<p id=\"web0\">Avant toute exp\u00e9rimentation, il est essentiel de s&rsquo;approprier le cadre l\u00e9gal et les outils de formation acad\u00e9miques.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p>\u25cf <strong>Le Cadre d&rsquo;Usage National (Juin 2025) :<\/strong> <br>&#8211; <a href=\"https:\/\/www.education.gouv.fr\/cadre-d-usage-de-l-ia-en-education-450647\">Il constitue le document de r\u00e9f\u00e9rence<\/a> sur les obligations l\u00e9gales, la protection des donn\u00e9es (RGPD) et les recommandations \u00e9thiques pour s\u00e9curiser vos usages en classe et conna\u00eetre le cadre r\u00e9glementaire qui s\u2019applique \u00e0 tous les personnels.<br>&#8211; <a href=\"http:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/l-ia-en-ducation-cadre-d-usage-227697.pdf\">T\u00e9l\u00e9charger le document \u00ab L&rsquo;IA en education, cadre d&rsquo;usage \u00bb<\/a><br><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"http:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/l-ia-en-ducation-cadre-d-usage-227697.pdf\"><img loading=\"lazy\" decoding=\"async\" width=\"100\" height=\"141\" src=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1.png\" alt=\"\" class=\"wp-image-3217\" \/><\/a><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p>\u25cf <strong>Parcours Magist\u00e8re \u00ab\u00a0L\u2019IA au service des personnels de l\u2019<\/strong> <strong>\u00c9ducation Nationale\u00a0\u00bb :<\/strong> <br>Ce parcours acad\u00e9mique est con\u00e7u pour acculturer tous les personnels aux fondamentaux. Il propose en particulier des modules sp\u00e9cifiques sur l&rsquo;<strong>art du prompt<\/strong> (r\u00e9daction de requ\u00eates efficaces), les principes de responsabilit\u00e9 et des cas pratiques de cr\u00e9ation de supports (quiz, diff\u00e9renciation, supports textuels).<br><a href=\"https:\/\/lille.magistere.apps.education.fr\/course\/view.php?id=312\">Auto-inscrivez-vous \u00e0 cette formation distancielle.<\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><a href=\"https:\/\/lille.magistere.apps.education.fr\/course\/view.php?id=312\"><img loading=\"lazy\" decoding=\"async\" width=\"522\" height=\"636\" src=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i2.png\" alt=\"\" class=\"wp-image-3221\" style=\"aspect-ratio:0.8207646483773675;width:92px;height:auto\" srcset=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i2.png 522w, https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i2-246x300.png 246w\" sizes=\"auto, (max-width: 522px) 100vw, 522px\" \/><\/a><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<div class=\"wp-block-cover is-light has-aspect-ratio\" style=\"border-width:2px;border-top-left-radius:25px;border-top-right-radius:25px;border-bottom-left-radius:25px;border-bottom-right-radius:25px;aspect-ratio:auto;min-height:unset;\"><video class=\"wp-block-cover__video-background intrinsic-ignore\" autoplay muted loop playsinline src=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/banniere1.mp4\" style=\"object-position:63% 78%\" data-object-fit=\"cover\" data-object-position=\"63% 78%\"><\/video><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-60 has-background-dim\" style=\"background-color:#FFF\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\" style=\"border-style:none;border-width:0px;border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-left-radius:0px;border-bottom-right-radius:0px\"><strong>Webinaire n\u00b01 : Former \u00e0 l&rsquo;int\u00e9gration de l&rsquo;IA<\/strong><\/p>\n<\/div><\/div>\n\n\n\n<div style=\"height:45px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">a. <strong>Plan de la formation<\/strong><\/h3>\n\n\n\n<p>Pour faciliter votre navigation dans le replay dont la vid\u00e9o est chapitr\u00e9e, voici les quatre grandes parties abord\u00e9es lors de cette session :<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Introduction et cadre d&rsquo;usage :<\/strong> Positionnement institutionnel et pr\u00e9sentation des r\u00e9seaux acad\u00e9miques autour de l\u2019IA (MathAdata, Labomaths).<\/li>\n\n\n\n<li><strong>D\u00e9mystification et limites :<\/strong> Comprendre et \u00e9viter le pi\u00e8ge du \u201cvraisemblable\u201d et&nbsp;<strong>d\u00e9mystifier<\/strong>&nbsp;le c\u00f4t\u00e9 \u00ab magique \u00bb de l\u2019IA g\u00e9n\u00e9rative, d\u00e9couvrir les \u00e9checs de l\u2019IA g\u00e9n\u00e9rative pour les math\u00e9matiques (reconnaissance de caract\u00e8res math\u00e9matiques,&nbsp;<strong>difficult\u00e9s en g\u00e9om\u00e9trie par exemple<\/strong>) et une premi\u00e8re approche de son fonctionnement technique, ou encore&nbsp;<strong>comment mieux comprendre<\/strong>&nbsp;les math\u00e9matiques sous-jacentes au profit d\u2019un usage plus efficace de ces outils.<\/li>\n\n\n\n<li><strong>Outils et m\u00e9thodes pour des usages efficaces de l&rsquo;IA en math\u00e9matiques :<\/strong> Choisir et utiliser des formats structur\u00e9s adapt\u00e9s aux outils d\u2019IA g\u00e9n\u00e9rative (Markdown, LaTeX), organiser des d\u00e9marches de travail efficaces (workflows) pour la cr\u00e9ation de contenus p\u00e9dagogiques, tels que des repr\u00e9sentations graphiques, des activit\u00e9s diff\u00e9renci\u00e9es ou des activit\u00e9s inclusives (EBEP).<\/li>\n\n\n\n<li><strong>Conclusion et perspectives :<\/strong> Lancement de l&rsquo;AI Quest, une liste de d\u00e9fis sous forme ludique pour exp\u00e9rimenter \u00e0 son rythme seul et en \u00e9quipe au sein de l\u2019\u00e9tablissement (r\u00e9ponses \u00e0 partager avec les participants au webinaire), et les modalit\u00e9s de mutualisation collective via l&rsquo;outil souverain Grist \u00e0 travers un questionnaire qui sera envoy\u00e9 aux participants.<\/li>\n<\/ol>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion 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wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fed7e1b2 wp-block-group-is-layout-flex\">\n<p>\u25cf <strong>Workflow : Cr\u00e9ation d&rsquo;un outil HTML interactif.<\/strong> <br>Exemple concret de la cr\u00e9ation d&rsquo;un d\u00e9monstrateur du Crible d&rsquo;\u00c9ratosth\u00e8ne en quelques minutes&nbsp;:<\/p>\n\n\n<style>\n       .errordiv { padding:10px; margin:10px; border: 1px solid #555555;color: #000000;background-color: #f8f8f8; width:500px; }#advanced_iframe_3 {visibility:visible;opacity:1;vertical-align:top;}.ai-info-bottom-iframe { position: fixed; z-index: 10000; bottom:0; left: 0; margin: 0px; text-align: center; width: 100%; background-color: #ff9999; padding-left: 5px;padding-bottom: 5px; border-top: 1px solid #aaa } a.ai-bold {font-weight: bold;}#ai-layer-div-advanced_iframe_3 p {height:100%;margin:0;padding:0}<\/style><script type=\"text\/javascript\">var 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type=\"text\/javascript\">var ifrm_advanced_iframe_3 = document.getElementById(\"advanced_iframe_3\");var hiddenTabsDoneadvanced_iframe_3 = false;\nfunction resizeCallbackadvanced_iframe_3() {}<\/script><script type=\"text\/javascript\"><\/script><p style=\"display:block !important; visibility:visible !important;margin: -18px 14px 0 0;padding-left: 3px;padding-top:3px;background: white; overflow: hidden; position: relative; line-height:15px;width: fit-content;\"><small style=\"display:block !important;visibility:visible !important\">powered by Advanced iFrame<\/small><\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 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 is-vertical is-layout-flex wp-container-core-group-is-layout-fed7e1b2 wp-block-group-is-layout-flex\">\n<p>\u25cf <strong>Outil : Ma\u00eetriser CodiMD.<\/strong> <br>Utiliser l&rsquo;\u00e9diteur Markdown collaboratif du minist\u00e8re &#8211; outil cl\u00e9 pour un usage efficace de l\u2019IA -pour structurer vos notes et exercices et g\u00e9n\u00e9rer des diaporamas instantan\u00e9s&nbsp;:<\/p>\n\n\n<style>\n       .errordiv { padding:10px; margin:10px; border: 1px solid #555555;color: #000000;background-color: #f8f8f8; width:500px; }#advanced_iframe_4 {visibility:visible;opacity:1;vertical-align:top;}.ai-info-bottom-iframe { position: fixed; z-index: 10000; bottom:0; left: 0; margin: 0px; text-align: center; width: 100%; background-color: #ff9999; padding-left: 5px;padding-bottom: 5px; border-top: 1px solid #aaa } a.ai-bold {font-weight: bold;}#ai-layer-div-advanced_iframe_4 p {height:100%;margin:0;padding:0}<\/style><script type=\"text\/javascript\">var ai_iframe_width_advanced_iframe_4 = 0;var ai_iframe_height_advanced_iframe_4 = 0;var aiOnloadScrollTop=\"true\";var aiShowDebug=false;\n\t\tif (typeof aiReadyCallbacks === 'undefined') {\n\t\t\tvar aiReadyCallbacks = [];\n\t\t} else if (!(aiReadyCallbacks instanceof Array)) {\n\t\t\tvar aiReadyCallbacks = [];\n\t\t}    function aiShowIframeId(id_iframe) { jQuery(\"#\"+id_iframe).css(\"visibility\", \"visible\");    }    function aiResizeIframeHeight(height) { aiResizeIframeHeight(height,advanced_iframe_4); }    function aiResizeIframeHeightId(height,width,id) {aiResizeIframeHeightById(id,height);}<\/script><iframe id=\"advanced_iframe_4\"  name=\"advanced_iframe_4\"  src=\"https:\/\/tube-numerique-educatif.apps.education.fr\/videos\/embed\/uiSG6xjUMYkwGmeWXnXjED\"  width=\"100%\"  height=\"300\"  frameborder=\"0\"  border=\"0\"  allowtransparency=\"true\"  loading=\"lazy\"  style=\";border-width: 0px;;border: none;;width:100%;;height:300px;\"  allowfullscreen ><\/iframe><script type=\"text\/javascript\">var ifrm_advanced_iframe_4 = document.getElementById(\"advanced_iframe_4\");var hiddenTabsDoneadvanced_iframe_4 = false;\nfunction resizeCallbackadvanced_iframe_4() {}<\/script><script type=\"text\/javascript\"><\/script><p style=\"display:block !important; visibility:visible !important;margin: -18px 14px 0 0;padding-left: 3px;padding-top:3px;background: white; overflow: hidden; position: relative; line-height:15px;width: fit-content;\"><small style=\"display:block !important;visibility:visible !important\">powered by Advanced iFrame<\/small><\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fed7e1b2 wp-block-group-is-layout-flex\">\n<p>\u25cf <strong>Innovation : Usage d\u2019IA grands public et la fonctionnalit\u00e9 RAG.<\/strong> Utiliser la g\u00e9n\u00e9ration augment\u00e9e par r\u00e9cup\u00e9ration pour produire des vid\u00e9os de correction de DM et des fiches de r\u00e9visions bas\u00e9es sur vos propres sources via l\u2019outil Notebook LM&nbsp;:<\/p>\n\n\n<style>\n       .errordiv { padding:10px; margin:10px; border: 1px solid #555555;color: #000000;background-color: #f8f8f8; width:500px; }#advanced_iframe_5 {visibility:visible;opacity:1;vertical-align:top;}.ai-info-bottom-iframe { position: fixed; z-index: 10000; bottom:0; left: 0; margin: 0px; text-align: center; width: 100%; background-color: #ff9999; padding-left: 5px;padding-bottom: 5px; border-top: 1px solid #aaa } a.ai-bold {font-weight: bold;}#ai-layer-div-advanced_iframe_5 p {height:100%;margin:0;padding:0}<\/style><script type=\"text\/javascript\">var ai_iframe_width_advanced_iframe_5 = 0;var ai_iframe_height_advanced_iframe_5 = 0;var aiOnloadScrollTop=\"true\";var aiShowDebug=false;\n\t\tif (typeof aiReadyCallbacks === 'undefined') {\n\t\t\tvar aiReadyCallbacks = [];\n\t\t} else if (!(aiReadyCallbacks instanceof Array)) {\n\t\t\tvar aiReadyCallbacks = [];\n\t\t}    function aiShowIframeId(id_iframe) { jQuery(\"#\"+id_iframe).css(\"visibility\", \"visible\");    }    function aiResizeIframeHeight(height) { aiResizeIframeHeight(height,advanced_iframe_5); }    function aiResizeIframeHeightId(height,width,id) {aiResizeIframeHeightById(id,height);}<\/script><iframe id=\"advanced_iframe_5\"  name=\"advanced_iframe_5\"  src=\"https:\/\/tube-numerique-educatif.apps.education.fr\/videos\/embed\/cWUtr1zDrDpJwJGhjmP1ab\"  width=\"100%\"  height=\"300\"  frameborder=\"0\"  border=\"0\"  allowtransparency=\"true\"  loading=\"lazy\"  style=\";border-width: 0px;;border: none;;width:100%;;height:300px;\"  allowfullscreen ><\/iframe><script type=\"text\/javascript\">var ifrm_advanced_iframe_5 = document.getElementById(\"advanced_iframe_5\");var hiddenTabsDoneadvanced_iframe_5 = false;\nfunction resizeCallbackadvanced_iframe_5() {}<\/script><script type=\"text\/javascript\"><\/script><p style=\"display:block !important; visibility:visible !important;margin: -18px 14px 0 0;padding-left: 3px;padding-top:3px;background: white; overflow: hidden; position: relative; line-height:15px;width: fit-content;\"><small style=\"display:block !important;visibility:visible !important\">powered by Advanced iFrame<\/small><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-3&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-background has-medium-font-size\" style=\"background-color:#d9ecf7\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-3-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-3\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">  Glossaire sp\u00e9cifique autour de l&rsquo;IA<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-3\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-3-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-border-color has-vivid-red-border-color has-fixed-layout\" style=\"border-width:3px\"><thead><tr><th class=\"has-text-align-center\" data-align=\"center\">Terme<\/th><th>D\u00e9finition<\/th><th>Exemples\/Illustrations<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">API<\/td><td>Interface permettant \u00e0 des logiciels de communiquer.<\/td><td>Le logiciel PixelArt appelle en arri\u00e8re-plan un LLM pour g\u00e9n\u00e9rer un QCM.<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Chaine de Markov<\/td><td>Mod\u00e8le probabiliste discret o\u00f9 l\u2019\u00e9tat futur d\u00e9pend uniquement de l\u2019\u00e9tat pr\u00e9sent.<\/td><td>Mod\u00e9lisation m\u00e9t\u00e9o jour apr\u00e8s jour.<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">CodiMD<\/td><td>\u00c9diteur collaboratif bas\u00e9 sur Markdown disponible sur Apps.education<\/td><td>R\u00e9daction collaborative de documents p\u00e9dagogiques.<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Compiler un code en LaTeX<\/td><td>Produire un document visuel (par exemple un fichier pdf) \u00e0 partir du code source \u00e9crit en LaTeX. Dans cette op\u00e9ration, le logiciel traite le code source, applique les r\u00e8gles de composition typographique et g\u00e9n\u00e8re le document final.<\/td><td>Compiler un code LaTeX pour obtenir un QCM en .pdf dans l\u2019interface du logiciel TeXstudio (voir tutoriel)<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">IAG (IA g\u00e9n\u00e9rative)<\/td><td>IA capable de synth\u00e9tiser de nouveaux contenus vraisemblables (texte, images, code, audio, vid\u00e9os, &#8230;).<\/td><td>Le Chat de Mistral, Flux (g\u00e9n\u00e9rateur d\u2019images), ElevenLabs (voix synth\u00e9tiques), HeyGen (avatars synth\u00e9tiques), Veo3 (vid\u00e9os), Sora2 (vid\u00e9os) &#8230;<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">LaTeX<\/td><td>Langage de composition typographique pour documents scientifiques.<\/td><td>$\\frac{1}{2}$ pour \u00e9crire la fraction \u00ab&nbsp;un demi&nbsp;\u00bb.<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">LLM<\/td><td>Mod\u00e8le de langage de grande taille capable de comprendre et produire du langage naturel.<\/td><td>Le Chat de Mistral, Claude Sonnet, Perplexity, Gemini, ChatGPT, Llama, &#8230;<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Markdown<\/td><td>Langage l\u00e9ger de structuration de texte. Tr\u00e8s efficace pour \u00eatre tr\u00e8s bien trait\u00e9 par un LLM tout en \u00e9tant lisible facilement par un \u00eatre humain.<\/td><td># Titre<br>**gras**<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">OCR (Optical Character Recognition)<\/td><td>Technologie de reconnaissance de texte \u00e0 partir d\u2019images ou PDF.<\/td><td>Extraction de r\u00e9ponses d\u2019une feuille scann\u00e9e.<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Outil souverain<\/td><td>Outil d\u00e9velopp\u00e9 par l\u2019\u00e9tat garantissant la ma\u00eetrise des donn\u00e9es et la conformit\u00e9 RGPD.<\/td><td>Assistant IA&nbsp;: c\u2019est l\u2019agent conversationnel de type LLM pr\u00e9sent\u00e9 durant le webinaire 1 qui sera bient\u00f4t mis \u00e0 disposition dans la fonction publique (en cours de test avant d\u00e9ploiement).<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Prompt<\/td><td>Instruction donn\u00e9e \u00e0 une IAG conversationnelle pour orienter sa r\u00e9ponse.<\/td><td>Cf .le parcours magist\u00e8re&nbsp;<em>\u201cl\u2019IA dans les m\u00e9tiers de l\u2019Education\u201d<\/em>&nbsp;pour une formation sur l\u2019art du prompting en contexte professionnel.<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Token<\/td><td>Unit\u00e9 \u00e9l\u00e9mentaire de texte trait\u00e9e par un LLM. Le LLM d\u00e9coupe le prompt en token.<\/td><td>Exemple&nbsp;: Ma-Th\u00e9ma-ti-ques<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Workflow<\/td><td>Encha\u00eenement structur\u00e9 d\u2019\u00e9tapes automatis\u00e9es.<\/td><td>Voir partie 3 du webinaire.<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-4&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading inclusion inclusion2 has-background has-medium-font-size\" style=\"background-color:#cdeede\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-4-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-4\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Tutoriels vid\u00e9o : \u00ab LLM + logiciel LaTeX \u00bb sans connaissances pr\u00e9alables&nbsp;et autres bonus<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-4\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-4-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong><em>Capsule compl\u00e9mentaire sur LaTeX :<\/em><\/strong><br>Tutoriel vid\u00e9o pour prendre en main LaTeX (en ligne ou en installation simple d\u2019un logiciel libre sur sa machine) sans aucune connaissance pr\u00e9alable et g\u00e9n\u00e9rer des documents pdf \u00e0 partir d\u2019un fichier .tex&nbsp;cr\u00e9\u00e9 avec&nbsp;une IA conversationnelle..<br>\u25cf Lien d\u2019acc\u00e8s \u00e0 la plateforme en ligne overleaf (mais qui n\u00e9cessite la cr\u00e9ation d\u2019un compte gratuit) mentionn\u00e9e \u00e0 titre d\u2019exemple dans le tutoriel&nbsp;: <a href=\"https:\/\/fr.overleaf.com\/\">https:\/\/fr.overleaf.com\/<\/a><br>\u25cf Lien de t\u00e9l\u00e9chargement du logiciel libre TeXStudio mentionn\u00e9 \u00e0 titre d\u2019exemple dans le tutoriel&nbsp;: <a href=\"https:\/\/www.texstudio.org\/\">https:\/\/www.texstudio.org\/<\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><style>\n       .errordiv { padding:10px; margin:10px; border: 1px solid #555555;color: #000000;background-color: #f8f8f8; width:500px; }#advanced_iframe_6 {visibility:visible;opacity:1;vertical-align:top;}.ai-info-bottom-iframe { position: fixed; z-index: 10000; bottom:0; left: 0; margin: 0px; text-align: center; width: 100%; background-color: #ff9999; padding-left: 5px;padding-bottom: 5px; border-top: 1px solid #aaa } a.ai-bold {font-weight: bold;}#ai-layer-div-advanced_iframe_6 p {height:100%;margin:0;padding:0}<\/style><script type=\"text\/javascript\">var ai_iframe_width_advanced_iframe_6 = 0;var ai_iframe_height_advanced_iframe_6 = 0;var aiOnloadScrollTop=\"true\";var aiShowDebug=false;\n\t\tif (typeof aiReadyCallbacks === 'undefined') {\n\t\t\tvar aiReadyCallbacks = [];\n\t\t} else if (!(aiReadyCallbacks instanceof Array)) {\n\t\t\tvar aiReadyCallbacks = [];\n\t\t}    function aiShowIframeId(id_iframe) { jQuery(\"#\"+id_iframe).css(\"visibility\", \"visible\");    }    function aiResizeIframeHeight(height) { aiResizeIframeHeight(height,advanced_iframe_6); }    function aiResizeIframeHeightId(height,width,id) {aiResizeIframeHeightById(id,height);}<\/script><iframe id=\"advanced_iframe_6\"  name=\"advanced_iframe_6\"  src=\"https:\/\/tube-numerique-educatif.apps.education.fr\/videos\/embed\/dnceFPwRH2ukqe4NzAJ3Qd\"  width=\"100%\"  height=\"300\"  frameborder=\"0\"  border=\"0\"  allowtransparency=\"true\"  loading=\"lazy\"  style=\";border-width: 0px;;border: none;;width:100%;;height:300px;\"  allowfullscreen ><\/iframe><script type=\"text\/javascript\">var ifrm_advanced_iframe_6 = document.getElementById(\"advanced_iframe_6\");var hiddenTabsDoneadvanced_iframe_6 = false;\nfunction resizeCallbackadvanced_iframe_6() {}<\/script><script type=\"text\/javascript\"><\/script><p style=\"display:block !important; visibility:visible !important;margin: -18px 14px 0 0;padding-left: 3px;padding-top:3px;background: white; overflow: hidden; position: relative; line-height:15px;width: fit-content;\"><small style=\"display:block !important;visibility:visible !important\">powered by Advanced iFrame<\/small><\/p>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<p><strong><em>NotebookLM et RAG :<\/em><\/strong><br>Vous trouverez ci-dessous 2 vid\u00e9os g\u00e9n\u00e9r\u00e9es avec notebookLM \u00e0 partir de m\u00eames documents sources (d\u00e9pos\u00e9s en RAG) : la le\u00e7on, le sujet de DM et la correction du DM sur le th\u00e8me des pourcentages en 2nde. NotebookLM propose des styles graphiques et des ambiances par d\u00e9faut (par exemple l\u2019ambiance \u00ab&nbsp;manga&nbsp;\u00bb sur cette vid\u00e9o de droite). Voici le prompt simple que l\u2019utilisateur a entr\u00e9 dans ces deux cas :<\/p>\n\n\n\n<p><em>\u00ab&nbsp;Cr\u00e9er une vid\u00e9o qui reprend la correction du DM1 dans l\u2019ordre et qui insiste sur les liens entre les diff\u00e9rents exercices. L\u2019objectif est de donner du lien et un sens commun \u00e0 l\u2019ensemble du devoir maison. Insiste sur la notion de&nbsp;\u2018coefficient multiplicateur\u2019 dans le cas de manipulation de pourcentages\u00bb.<\/em><\/p>\n\n\n\n<p><a href=\"http:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/DM1-correction.pdf\">Vous trouvez ici la correction originale du DM.<\/a><\/p>\n\n\n\n<p>Pour les besoins de la pr\u00e9sentation et de la formation, ici, nous avons fait le choix exceptionnel de g\u00e9n\u00e9rer 2 vid\u00e9os diff\u00e9rentes pour vous montrer la diversit\u00e9 de formes produite par l\u2019outil. Cependant, en vertu d\u2019une maitrise de la frugalit\u00e9, nous vous recommandons de g\u00e9n\u00e9rer avec parcimonie des vid\u00e9os et vous incitons \u00e0 mutualiser les productions vid\u00e9os et documents aff\u00e9rents au sein de vos \u00e9quipes et r\u00e9seaux.<br>Vous remarquerez, dans les deux vid\u00e9os ci-dessous, le degr\u00e9 d\u2019analyse et de compr\u00e9hension de l\u2019outil et le choix du ton employ\u00e9 de mani\u00e8re autonome par l\u2019IA. On remarque aussi certaines erreurs qu\u2019il peut \u00eatre aussi int\u00e9ressantes \u00e0 discuter avec les \u00e9l\u00e8ves dans le d\u00e9veloppement de leur esprit critique face aux IA (les ont-ils d\u00e9tect\u00e9es ? Comment les analysent-ils ? Que faudrait-il changer dans la vid\u00e9o ?).<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 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 is-vertical is-layout-flex wp-container-core-group-is-layout-fed7e1b2 wp-block-group-is-layout-flex\">\n<p class=\"inclusion inclusion2\">Cette vid\u00e9o montre que l\u2019IA a bien r\u00e9pondu \u00e0 la commande d\u2019insister sur les liens entre exercices et a bien d\u00e9gag\u00e9 la notion \u00ab cl\u00e9 \u00bb de coefficient multiplicateur. Elle reprend aussi des \u00e9l\u00e9ments visuels de la correction qu\u2019elle int\u00e8gre dans son infographie (comme l\u2019exercice sur la Tour Eiffel \u00e0 6\u201907\u2019\u2019 en ouverture de fin de vid\u00e9o ou encore les \u00e9crans de calculatrice numworks \u00e0 4\u201941\u2019\u2019 etc.). L\u2019infographie \u00e0 6\u201900\u2019\u2019 d\u00e9composant la r\u00e9flexion et la d\u00e9marche g\u00e9n\u00e9rale est g\u00e9n\u00e9r\u00e9e automatiquement par l\u2019IA suite \u00e0 l\u2019analyse des ressources donn\u00e9es. C\u2019est un \u00e9l\u00e9ment puissant et compl\u00e9mentaire dans un enseignement explicite. Par contre, \u00e0 3\u201936\u2019\u2019, on rep\u00e8re des erreurs sur les \u00e9tiquettes des taux annuels sur l\u2019axe gradu\u00e9. L\u2019interpr\u00e9tation ici n\u2019a pas fonctionn\u00e9 correctement.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fed7e1b2 wp-block-group-is-layout-flex\"><style>\n       .errordiv { padding:10px; margin:10px; border: 1px solid #555555;color: #000000;background-color: #f8f8f8; width:500px; }#advanced_iframe_7 {visibility:visible;opacity:1;vertical-align:top;}.ai-info-bottom-iframe { position: fixed; z-index: 10000; bottom:0; left: 0; margin: 0px; text-align: center; width: 100%; background-color: #ff9999; padding-left: 5px;padding-bottom: 5px; border-top: 1px solid #aaa } a.ai-bold {font-weight: bold;}#ai-layer-div-advanced_iframe_7 p {height:100%;margin:0;padding:0}<\/style><script type=\"text\/javascript\">var ai_iframe_width_advanced_iframe_7 = 0;var ai_iframe_height_advanced_iframe_7 = 0;var aiOnloadScrollTop=\"true\";var aiShowDebug=false;\n\t\tif (typeof aiReadyCallbacks === 'undefined') {\n\t\t\tvar aiReadyCallbacks = [];\n\t\t} else if (!(aiReadyCallbacks instanceof Array)) {\n\t\t\tvar aiReadyCallbacks = [];\n\t\t}    function aiShowIframeId(id_iframe) { jQuery(\"#\"+id_iframe).css(\"visibility\", \"visible\");    }    function aiResizeIframeHeight(height) { aiResizeIframeHeight(height,advanced_iframe_7); }    function aiResizeIframeHeightId(height,width,id) {aiResizeIframeHeightById(id,height);}<\/script><iframe id=\"advanced_iframe_7\"  name=\"advanced_iframe_7\"  src=\"https:\/\/tube-numerique-educatif.apps.education.fr\/videos\/embed\/aBH8RWJ9FE6Z6YqBt62dBY\"  width=\"100%\"  height=\"300\"  frameborder=\"0\"  border=\"0\"  allowtransparency=\"true\"  loading=\"lazy\"  style=\";border-width: 0px;;border: none;;width:100%;;height:300px;\"  allowfullscreen ><\/iframe><script type=\"text\/javascript\">var ifrm_advanced_iframe_7 = document.getElementById(\"advanced_iframe_7\");var hiddenTabsDoneadvanced_iframe_7 = false;\nfunction resizeCallbackadvanced_iframe_7() {}<\/script><script type=\"text\/javascript\"><\/script><p style=\"display:block !important; visibility:visible !important;margin: -18px 14px 0 0;padding-left: 3px;padding-top:3px;background: white; overflow: hidden; position: relative; line-height:15px;width: fit-content;\"><small style=\"display:block !important;visibility:visible !important\">powered by Advanced iFrame<\/small><\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 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 is-vertical is-layout-flex wp-container-core-group-is-layout-fed7e1b2 wp-block-group-is-layout-flex\">\n<p class=\"inclusion inclusion2\">Ce ton \u00ab manga \u00bb est davantage \u2018gamifi\u00e9\u2019 et est une des options possibles dans le studio vid\u00e9o de notebookLM. Il peut \u00e9ventuellement convenir \u00e0 certains \u00e9l\u00e8ves. On rep\u00e8re une erreur \u00e0 2\u201953\u2019\u2019 o\u00f9 il manque un \u2018saut\u2019 (l\u2019IA en repr\u00e9sente 4 au lieu de 5). Il s\u2019agit du m\u00eame type d\u2019erreur qu\u2019en vid\u00e9o 1 mais est plus marquant car plus identifiable visuellement. A 3\u201910\u2019\u2019, on retrouve la m\u00eame infographie qu\u2019en vid\u00e9o 1 sur les \u00e9tapes explicites du raisonnement global.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-fed7e1b2 wp-block-group-is-layout-flex\"><style>\n       .errordiv { padding:10px; margin:10px; border: 1px solid #555555;color: #000000;background-color: #f8f8f8; width:500px; }#advanced_iframe_8 {visibility:visible;opacity:1;vertical-align:top;}.ai-info-bottom-iframe { position: fixed; z-index: 10000; bottom:0; left: 0; margin: 0px; text-align: center; width: 100%; background-color: #ff9999; padding-left: 5px;padding-bottom: 5px; border-top: 1px solid #aaa } a.ai-bold {font-weight: bold;}#ai-layer-div-advanced_iframe_8 p {height:100%;margin:0;padding:0}<\/style><script type=\"text\/javascript\">var ai_iframe_width_advanced_iframe_8 = 0;var ai_iframe_height_advanced_iframe_8 = 0;var aiOnloadScrollTop=\"true\";var aiShowDebug=false;\n\t\tif (typeof aiReadyCallbacks === 'undefined') {\n\t\t\tvar aiReadyCallbacks = [];\n\t\t} else if (!(aiReadyCallbacks instanceof Array)) {\n\t\t\tvar aiReadyCallbacks = [];\n\t\t}    function aiShowIframeId(id_iframe) { jQuery(\"#\"+id_iframe).css(\"visibility\", \"visible\");    }    function aiResizeIframeHeight(height) { aiResizeIframeHeight(height,advanced_iframe_8); }    function aiResizeIframeHeightId(height,width,id) {aiResizeIframeHeightById(id,height);}<\/script><iframe id=\"advanced_iframe_8\"  name=\"advanced_iframe_8\"  src=\"https:\/\/tube-numerique-educatif.apps.education.fr\/videos\/embed\/jU1pvuHgbHMJq4VBNVuhQ7\"  width=\"100%\"  height=\"300\"  frameborder=\"0\"  border=\"0\"  allowtransparency=\"true\"  loading=\"lazy\"  style=\";border-width: 0px;;border: none;;width:100%;;height:300px;\"  allowfullscreen ><\/iframe><script type=\"text\/javascript\">var ifrm_advanced_iframe_8 = document.getElementById(\"advanced_iframe_8\");var hiddenTabsDoneadvanced_iframe_8 = false;\nfunction resizeCallbackadvanced_iframe_8() {}<\/script><script type=\"text\/javascript\"><\/script><p style=\"display:block !important; visibility:visible !important;margin: -18px 14px 0 0;padding-left: 3px;padding-top:3px;background: white; overflow: hidden; position: relative; line-height:15px;width: fit-content;\"><small style=\"display:block !important;visibility:visible !important\">powered by Advanced iFrame<\/small><\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<p><strong><em>Prompts et fichiers pour construire l&rsquo;application Pixel Art :<\/em><\/strong><br>Retrouvez enfin ici en t\u00e9l\u00e9chargement les prompts, fichiers teX et pdf, instructions pour les agents et le code html de l&rsquo;application Pixel Art qui ont \u00e9t\u00e9 pr\u00e9sent\u00e9s dans le webinaire.&nbsp;Ils sont partag\u00e9s avec vous pour que vous puissiez mieux comprendre la logique de construction et pouvoir vous en inspirer si vous le souhaitez pour vos propres projets.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-vivid-cyan-blue-background-color has-background wp-element-button\" href=\"https:\/\/mathematiques-medias.discipline.ac-lille.fr\/diaporama_web1\/Fichiers%20%C3%A0%20t%C3%A9l%C3%A9charger.zip\">T\u00e9l\u00e9charger le dossier <\/a><\/div>\n<\/div>\n\n\n\n<p><\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:45px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"web1b\">b. <strong><strong>R\u00e9seaux acad\u00e9miques autour de l&rsquo;IA et ressources associ\u00e9es<\/strong><\/strong><\/h3>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-5&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-background has-medium-font-size\" style=\"background-color:#d9ecf7\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-5-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-5\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\"> Programme MathAData<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-5\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-5-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p>Ce projet, port\u00e9 par l&rsquo;ENS et le Coll\u00e8ge de France, initi\u00e9 par St\u00e9phane Mallat titulaire de la chaire Sciences des donn\u00e9es et m\u00e9daille d\u2019or du CNRS 2025, d\u00e9ploy\u00e9 initialement en co-d\u00e9veloppement avec l\u2019acad\u00e9mie de Lille, permet d&rsquo;enseigner certains contenus du programme des math\u00e9matiques du lyc\u00e9e via des challenges de donn\u00e9es r\u00e9elles (reconnaissance d\u2019images, sant\u00e9 des f\u0153tus, etc.).<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<ul class=\"wp-block-list\">\n<li><strong>Site officiel :<\/strong> <a href=\"https:\/\/mathadata.fr\/fr\">https:\/\/mathadata.fr\/fr<\/a><\/li>\n\n\n\n<li>L\u2019\u00e9quipe MathAData propose r\u00e9guli\u00e8rement des webinaires de d\u00e9couverte que vous retrouvez ici&nbsp;:&nbsp; <a href=\"https:\/\/mathadata.fr\/fr\/formation\">https:\/\/mathadata.fr\/fr\/formation<\/a><br>Sur cette m\u00eame page d\u00e9di\u00e9e \u00e0 la formation, vous retrouvez aussi <strong>pour une d\u00e9couverte rapide 3 petits tutoriels vid\u00e9o pour d\u00e9couvrir en d\u00e9tail les ressources &nbsp;propos\u00e9es <\/strong>en classe et aussi <strong>un tutoriel technique expliquant l&rsquo;acc\u00e8s &nbsp;<\/strong>gratuit \u00e0 ces ressources.<\/li>\n\n\n\n<li><strong>Formation au Plan Acad\u00e9mique (PAF) :<\/strong> une formation de 3h en pr\u00e9sentiel le <strong>mercredi 8 avril 2026<\/strong> (14h-17h) est organis\u00e9e pour devenir autonome sur l&rsquo;usage des Notebooks IA et des ressources pour mettre en place Mathadata dans ses classes de lyc\u00e9e (inscriptions closes au 28 janvier pour cette ann\u00e9e).<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/mathadata.fr\/fr\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"179\" src=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1-2.png\" alt=\"\" class=\"wp-image-3265\" \/><\/a><\/figure>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-6&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-background has-medium-font-size\" style=\"background-color:#d9ecf7\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-6-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-6\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Forum des Labomaths<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-6\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-6-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p>Le r\u00e9seau des Laboratoires de Math\u00e9matiques de l&rsquo;acad\u00e9mie encourage l&rsquo;exp\u00e9rimentation collective. <br>Vous retrouverez sur le site d\u00e9di\u00e9 de nombreuses informations et ressources.<br><\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<ul class=\"wp-block-list\">\n<li>Lien vers le site du forum : <br><a href=\"https:\/\/forum-labomaths.site.ac-lille.fr\">https:\/\/forum-labomaths.site.ac-lille.fr<\/a><\/li>\n\n\n\n<li>Lien vers la cartographie :<br> <a href=\"https:\/\/forum-labomaths.site.ac-lille.fr\/cartographie-des-labomaths\/\">https:\/\/forum-labomaths.site.ac-lille.fr\/cartographie-des-labomaths\/<\/a><\/li>\n\n\n\n<li>Lien vers la page r\u00e9seaux (dont r\u00e9seau IA et r\u00e9seau MathAdata) :<br> <a href=\"https:\/\/forum-labomaths.site.ac-lille.fr\/reseaux\/\">https:\/\/forum-labomaths.site.ac-lille.fr\/reseaux\/<\/a><\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><a href=\"https:\/\/forum-labomaths.site.ac-lille.fr\/\"><img loading=\"lazy\" decoding=\"async\" width=\"594\" height=\"543\" src=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1-1.png\" alt=\"\" class=\"wp-image-3263\" style=\"aspect-ratio:1.0939051870429852;width:188px;height:auto\" srcset=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1-1.png 594w, https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1-1-300x274.png 300w\" sizes=\"auto, (max-width: 594px) 100vw, 594px\" \/><\/a><\/figure>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:45px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"web1c\">c. <strong><strong>Bo\u00eete \u00e0 outils et mutualisation<\/strong><\/strong><\/h3>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-7&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-background has-medium-font-size\" style=\"background-color:#d9ecf7\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-7-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-7\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">CodiMD et tutoriels associ\u00e9s pour l&rsquo;enseignement des math\u00e9matiques<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-7\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-7-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p>C&rsquo;est un <a href=\"https:\/\/codimd.apps.education.fr\/\">outil collaboratif d\u2019\u00e9dition de textes bas\u00e9<\/a> sur le langage de balisage l\u00e9ger Markdown, disponible sur Apps.education. Il permet la r\u00e9daction &#8211; seul ou \u00e0 plusieurs &#8211; et le partage de contenus structur\u00e9s, \u00e0 partir d\u2019un balisage simple inspir\u00e9 du HTML, et est particuli\u00e8rement adapt\u00e9 \u00e0 la production de documents p\u00e9dagogiques clairs et lisibles.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p>Comme cela a \u00e9t\u00e9 vu dans le webinaire 1, le Markdown est un langage (dit \u00ab&nbsp;langage de balisage l\u00e9ger&nbsp;\u00bb) tr\u00e8s utile dans le contexte de l\u2019IA. C\u2019est une syntaxe de structuration, simple et facilement lisible par l\u2019humain, tr\u00e8s utilis\u00e9e pour produire des documents exploitables par des outils num\u00e9riques.En particulier, le Markdown est extr\u00eamement efficace dans l\u2019utilisation des outils d\u2019IA g\u00e9n\u00e9rative que sont les LLM car ils sont capables de traiter correctement cette syntaxe et sont capables d\u2019en produire une restitution align\u00e9e sur les instructions explicitement formul\u00e9es par l\u2019utilisateur.<br>Les LLM sont capables de produire facilement \u00e0 la demande du texte structur\u00e9 en Markdown, incluant des fragments de code ou de notation en LaTeX.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><a href=\"https:\/\/codimd.apps.education.fr\/\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"194\" src=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1-3.png\" alt=\"\" class=\"wp-image-3281\" style=\"aspect-ratio:1.5463229659341873;width:296px;height:auto\" \/><\/a><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<ul class=\"wp-block-list\">\n<li><strong><a href=\"https:\/\/codimd.apps.education.fr\/s\/OjyyDtqbZ#\">Lien vers un tutoriel&nbsp;pour les math\u00e9matiques<\/a> :<\/strong><br>Ce tutoriel sous forme de diaporama interactif permet de d\u00e9couvrir les nombreuses possibilit\u00e9s offertes par codiMD pour effectuer une pr\u00e9sentation de math\u00e9matiques (cours, exercices, etc.) sous forme de diaporama.<\/li>\n\n\n\n<li><strong>Un tutoriel vid\u00e9o pour la g\u00e9n\u00e9ration d\u2019autres types de productions et exploitations p\u00e9dagogiques<\/strong> <strong>avec codiMD<\/strong>  : <br>Pages web collaboratives ou partageables, enrichies par des liens, vid\u00e9os, images,formules LaTeX, etc:<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><style>\n       .errordiv { padding:10px; margin:10px; border: 1px solid #555555;color: #000000;background-color: #f8f8f8; width:500px; }#advanced_iframe_9 {visibility:visible;opacity:1;vertical-align:top;}.ai-info-bottom-iframe { position: fixed; z-index: 10000; bottom:0; left: 0; margin: 0px; text-align: center; width: 100%; background-color: #ff9999; padding-left: 5px;padding-bottom: 5px; border-top: 1px solid #aaa } a.ai-bold {font-weight: bold;}#ai-layer-div-advanced_iframe_9 p {height:100%;margin:0;padding:0}<\/style><script type=\"text\/javascript\">var ai_iframe_width_advanced_iframe_9 = 0;var ai_iframe_height_advanced_iframe_9 = 0;var aiOnloadScrollTop=\"true\";var aiShowDebug=false;\n\t\tif (typeof aiReadyCallbacks === 'undefined') {\n\t\t\tvar aiReadyCallbacks = [];\n\t\t} else if (!(aiReadyCallbacks instanceof Array)) {\n\t\t\tvar aiReadyCallbacks = [];\n\t\t}    function aiShowIframeId(id_iframe) { jQuery(\"#\"+id_iframe).css(\"visibility\", \"visible\");    }    function aiResizeIframeHeight(height) { aiResizeIframeHeight(height,advanced_iframe_9); }    function aiResizeIframeHeightId(height,width,id) {aiResizeIframeHeightById(id,height);}<\/script><iframe id=\"advanced_iframe_9\"  name=\"advanced_iframe_9\"  src=\"https:\/\/tube-numerique-educatif.apps.education.fr\/videos\/embed\/gqX2wCYQ1MxQwrz3C14Q5K?warningTitle=0&#038;peertubeLink=0&#038;p2p=0\"  width=\"100%\"  height=\"300\"  frameborder=\"0\"  border=\"0\"  allowtransparency=\"true\"  loading=\"lazy\"  style=\";border-width: 0px;;border: none;;width:100%;;height:300px;\"  allowfullscreen ><\/iframe><script type=\"text\/javascript\">var ifrm_advanced_iframe_9 = document.getElementById(\"advanced_iframe_9\");var hiddenTabsDoneadvanced_iframe_9 = false;\nfunction resizeCallbackadvanced_iframe_9() {}<\/script><script type=\"text\/javascript\"><\/script><p style=\"display:block !important; visibility:visible !important;margin: -18px 14px 0 0;padding-left: 3px;padding-top:3px;background: white; overflow: hidden; position: relative; line-height:15px;width: fit-content;\"><small style=\"display:block !important;visibility:visible !important\">powered by Advanced iFrame<\/small><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-8&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-background has-medium-font-size\" style=\"background-color:#d9ecf7\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-8-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-8\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Compar:IA<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-8\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-8-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p>Un outil minist\u00e9riel pour comparer la pertinence et la frugalit\u00e9 \u00e9nerg\u00e9tique des diff\u00e9rents mod\u00e8les de langage : <a href=\"https:\/\/comparia.beta.gouv.fr\/\">https:\/\/comparia.beta.gouv.fr\/<\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/comparia.beta.gouv.fr\/\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"591\" src=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/image-1024x591.png\" alt=\"\" class=\"wp-image-3287\" srcset=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/image-1024x591.png 1024w, https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/image-300x173.png 300w, https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/image-768x443.png 768w, https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/image.png 1230w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-9&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-background has-medium-font-size\" style=\"background-color:#d9ecf7\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-9-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-9\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">AccessDoc.fr<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-9\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-9-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p>Une plateforme (version b\u00eata) regroupant des briques d&rsquo;IA pour am\u00e9liorer l&rsquo;accessibilit\u00e9 de vos documents (transcription braille, adaptation DYS, description d&rsquo;images).<br><a href=\"https:\/\/accessdoc.fr\/wp-login.php\">https:\/\/accessdoc.fr\/wp-login.php<\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><a href=\"http:\/\/\u00b7\tUne plateforme (version b\u00eata) regroupant des briques d'IA pour am\u00e9liorer l'accessibilit\u00e9 de vos documents (transcription braille, adaptation DYS, description d'images). https:\/\/accessdoc.fr\/wp-login.php\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"166\" src=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1-4.png\" alt=\"\" class=\"wp-image-3294\" style=\"aspect-ratio:1.0939051870429852;object-fit:cover;width:175px;height:auto\" \/><\/a><\/figure>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-10&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-background has-medium-font-size\" style=\"background-color:#d9ecf7\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-10-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-10\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Biblioth\u00e8que d&rsquo;Agents sp\u00e9cialis\u00e9s<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-10\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-10-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p>Vous pouvez tester les configurations d&rsquo;agents pr\u00e9sent\u00e9s pendant le webinaire 1 pour g\u00e9n\u00e9rer facilement et sans connaissances en codage des fiches QCM LaTeX, des repr\u00e9sentations graphiques (bas\u00e9es sur du code Python) ou du code pour Geogebra.<br>Ces agents, r\u00e9alis\u00e9s \u00e0 l\u2019aide de ChatGPT, pr\u00e9sent\u00e9s \u00e0 titre d\u2019exemple de pratiques durant le webinaire, sont issus d\u2019initiatives personnelles des professeurs formateurs et r\u00e9alis\u00e9s pour leur usage personnel avec leurs classes.<br>Ils auront vocation \u00e0 \u00eatre am\u00e9lior\u00e9s au gr\u00e9 des tests qui pourront \u00eatre r\u00e9alis\u00e9s par les coll\u00e8gues qui le souhaiteront et aux retours possibles propos\u00e9s aux participants du webinaire via le questionnaire d\u00e9di\u00e9.<br><\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<ul class=\"wp-block-list\">\n<li>Lien vers l\u2019agent GPT pour cr\u00e9er facilement et sans connaissance en LaTeX des fiches de QCM pour l\u2019\u00e9preuve anticip\u00e9e de math\u00e9matiques de premi\u00e8re en version LaTeX:<br><a href=\"https:\/\/ChatGPT.com\/g\/g-68d7b51525d08191ba0add259714a93b-automatisme-e-a-m-latex-pdf\">https:\/\/ChatGPT.com\/g\/g-68d7b51525d08191ba0add259714a93b-automatisme-e-a-m-latex-pdf<\/a><\/li>\n\n\n\n<li>Lien vers l\u2019agent GPT pour obtenir \u00e0 la demande et en langage naturel des repr\u00e9sentations graphiques vari\u00e9es :<br><a href=\"https:\/\/ChatGPT.com\/g\/g-68ed7eb4d0748191bd33241792ced168-representations-graphiques-maths-du-secondaire\">https:\/\/ChatGPT.com\/g\/g-68ed7eb4d0748191bd33241792ced168-representations-graphiques-maths-du-secondaire<\/a><\/li>\n\n\n\n<li>Lien vers l\u2019agent GPT pour produire des figures sous Geogebra (qui produit du code \u00e0 ins\u00e9rer dans la fen\u00eatre d\u2019\u00e9dition de Geogebra)&nbsp;:<br><a href=\"https:\/\/ChatGPT.com\/g\/g-694a3abb0a448191b1a8e155b88fdf90-generateur-geogebra\">https:\/\/ChatGPT.com\/g\/g-694a3abb0a448191b1a8e155b88fdf90-generateur-geogebra<\/a><\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"533\" src=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/image-1-1024x533.png\" alt=\"\" class=\"wp-image-3297\" srcset=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/image-1-1024x533.png 1024w, https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/image-1-300x156.png 300w, https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/image-1-768x400.png 768w, https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/image-1.png 1465w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-11&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-background has-medium-font-size\" style=\"background-color:#cdeede\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-11-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-11\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Pour aller + loin : une page d\u2019automatismes en enseignement sp\u00e9cifique de 1\u00e8re r\u00e9alis\u00e9e sur CodiMD<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-11\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-11-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p><a href=\"https:\/\/codimd.apps.education.fr\/s\/yKb6m3F3j\">https:\/\/codimd.apps.education.fr\/s\/yKb6m3F3j<\/a><\/p>\n\n\n\n<p>Le code est accessible en cliquant sur le lien, puis sur l\u2019ic\u00f4ne Stylo (\u00e9diter) en haut \u00e0 droite&nbsp; puis sur l\u2019ic\u00f4ne&nbsp; vue partage (en haut \u00e0 gauche).&nbsp;<br>Ce code en markdown peut \u00eatre copi\u00e9-coll\u00e9 dans un LLM et retravaill\u00e9 et adapt\u00e9 selon vos souhaits.<\/p>\n\n\n\n<p>Vous pouvez l\u2019utiliser pour r\u00e9soudre un d\u00e9fi de l\u2019AI Quest&nbsp;!<br><\/p>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-12&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-background has-medium-font-size\" style=\"background-color:#cdeede\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-12-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-12\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Pour aller + loin : Infographie sur le processus de cr\u00e9ation d\u2019application assist\u00e9e par l\u2019IA<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-12\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-12-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69d106733070d&quot;}\" data-wp-interactive=\"core\/image\" data-wp-key=\"69d106733070d\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on--click=\"actions.showLightbox\" data-wp-on--load=\"callbacks.setButtonStyles\" data-wp-on-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1-5-1024x576.png\" alt=\"\" class=\"wp-image-3319\" srcset=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1-5-1024x576.png 1024w, https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1-5-300x169.png 300w, https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1-5-768x432.png 768w, https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1-5-1536x864.png 1536w, https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1-5-1110x624.png 1110w, https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1-5-528x297.png 528w, https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/i1-5.png 1553w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Agrandir\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-13&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-background has-medium-font-size\" style=\"background-color:#cdeede\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-13-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-13\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Pour aller + loin : Ressources en ligne pour d\u00e9couvrir les math\u00e9matiques sous-jacentes dans le fonctionnement de l\u2019IA<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-13\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-13-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p>\u25cf <strong>Vid\u00e9o de St\u00e9phane Mallat&nbsp;: <em>\u00ab&nbsp;Math\u00e9matiques de l\u2019IA pour l\u2019enseignement au lyc\u00e9e&nbsp;\u00bb<\/em><\/strong><em> <\/em>: <a href=\"https:\/\/mathadata.fr\/fr\/formation\">https:\/\/mathadata.fr\/fr\/formation<\/a><br>Cette vid\u00e9o introduit de mani\u00e8re p\u00e9dagogique les fondements math\u00e9matiques de l\u2019IA et fait le lien avec les ressources MathAdata &nbsp;permettant de travailler en classe avec les \u00e9l\u00e8ves des parties du programme de math\u00e9matiques du lyc\u00e9e au travers de challenges d\u2019IA motivants et accessibles.<\/p>\n\n\n\n<p>\u25cf <strong>S\u00e9rie \u00ab&nbsp;Neural Networks&nbsp;\u00bb de vid\u00e9os du site www.3blue1brown.com sur les LLM<\/strong>&nbsp;: <a href=\"https:\/\/www.3blue1brown.com\/?v=mini-llm#video-section\">https:\/\/www.3blue1brown.com\/?v=mini-llm#video-section<\/a>Cette s\u00e9rie de 9 courtes vid\u00e9os (accessibles en langue fran\u00e7aise) permettent de d\u00e9couvrir pas \u00e0 pas, gr\u00e2ce \u00e0 des visualisations tr\u00e8s parlantes et internationalement renomm\u00e9es, une introduction aux notions fondamentales de l\u2019apprentissage profond et les d\u00e9tails du fonctionnement \u00ab&nbsp;intelligent&nbsp;\u00bb des IA.<br>On peut y d\u00e9couvrir les math\u00e9matiques sous-jacentes &nbsp;pr\u00e9sentes derri\u00e8re les notions de r\u00e9seau de neurones dans leurs diff\u00e9rentes formes, la descente de gradient, la r\u00e9tropropagation, le fonctionnement des LLM comme ChatGPT, le principe de l\u2019attention et des Transformers qui ont r\u00e9volutionn\u00e9 l\u2019IA g\u00e9n\u00e9rative depuis 2017 ou encore comme les LLM stockent les faits ou encore comme fonctionne la g\u00e9n\u00e9ration d\u2019images et les vid\u00e9os produites avec l\u2019IA.<br>\u00c0 noter&nbsp;: la notion de \u00ab&nbsp;Transformer&nbsp;\u00bb est \u00e0 l\u2019origine du nom de ChatGPT qui signifie Chat Generative Pre-trained Transformer. Ce terme dans sa version longue explique exactement la nature de ce que nous connaissons de ChatGPT&nbsp;: un dispositif de chat, g\u00e9n\u00e9ratif et pr\u00e9-entrain\u00e9&nbsp;!&nbsp;<\/p>\n\n\n\n<p>\u25cf <strong>Lien de t\u00e9l\u00e9chargement du livre Deepmath&nbsp;de Fran\u00e7ois Recher et Arnaud Bodin<\/strong> : <a href=\"http:\/\/exo7.emath.fr\/cours\/livre-deepmath.pdf\">http:\/\/exo7.emath.fr\/cours\/livre-deepmath.pdf<\/a><br>Ce livre tr\u00e8s complet permet de d\u00e9couvrir au travers de courts chapitres illustr\u00e9s de nombreuses figures le fonctionnement des r\u00e9seaux de neurones, la notion de convolution dans le contexte des r\u00e9seaux de neurones et m\u00eame le fonctionnement d\u00e9taill\u00e9 de Chagpt dans sa version 2 qui est accessible en open source (version ant\u00e9rieure \u00e0 ChatGPT 3.5 dont la sortie mondiale en 2022 a r\u00e9volutionn\u00e9 le monde de l\u2019intelligence g\u00e9n\u00e9rative).<br>Les amateurs de Python y trouveront \u00e9galement dans certains chapitres des morceaux de code et les explications associ\u00e9es.<\/p>\n\n\n\n<p>\u25cf <strong>S\u00e9rie de vid\u00e9os progressives et p\u00e9dagogiques de la formation Deep Learning de Machine learnIA<\/strong>&nbsp;:<br> <a href=\"https:\/\/www.youtube.com\/watch?v=XUFLq6dKQok&amp;list=PLO_fdPEVlfKoanjvTJbIbd9V5d9Pzp8Rw\">https:\/\/www.youtube.com\/watch?v=XUFLq6dKQok&amp;list=PLO_fdPEVlfKoanjvTJbIbd9V5d9Pzp8Rw<\/a><br>Destin\u00e9e \u00e0 un public avec une expertise plus avanc\u00e9e dans le codage en Python, cette s\u00e9rie de 10 vid\u00e9os est un peu plus exigeante tout en suivant la m\u00eame logique que celles de Neural Networks en explorant pas \u00e0 pas les notions \u00e0 travers des exp\u00e9rimentations autour d\u2019exemples concrets.<br>Faisant le pont au travers d\u2019allers-retours entre math\u00e9matiques et des notions plus orient\u00e9es vers les sciences num\u00e9riques, elles expliquent la mani\u00e8re d\u2019impl\u00e9menter les notions math\u00e9matiques au c\u0153ur de ces r\u00e9seaux de neurones sous la forme de petits exercices de codages comment\u00e9s en direct pour programmer soi-m\u00eame un r\u00e9seau de neurones en Pyhton, avec l\u2019ensemble des codes accessibles et t\u00e9l\u00e9chargeables. Cette s\u00e9rie est propos\u00e9e \u00e0 titre indicatif et est destin\u00e9e \u00e0 des coll\u00e8gues souhaitant approfondir les math\u00e9matiques au c\u0153ur du deep learning tout en d\u00e9couvrant leur impl\u00e9mentation via du codage en python.<br><\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:45px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"web1d\">d. <strong><strong><strong>L&rsquo;AI Quest : \u00c0 vous de jouer !<\/strong><\/strong><\/strong><\/h3>\n\n\n\n<p><strong>Objectifs<\/strong><br>Une liste de d\u00e9fis autour de l\u2019IA et de l\u2019enseignement des math\u00e9matiques vous est propos\u00e9e pour d\u00e9couvrir et vous acculturer \u00e0 votre rythme et selon vos souhaits et aspirations. Lancez-vous dans l\u2019aventure en relevant nos d\u00e9fis class\u00e9s par difficult\u00e9 (<strong>D\u00e9couvertes, Explorations, Aventures<\/strong>) pour gagner de l\u2019exp\u00e9rience et enrichir vos pratiques.<br><br><strong>Modalit\u00e9s de participation<\/strong><br>Choisissez et r\u00e9alisez des d\u00e9fis, seul ou en \u00e9quipe, parmi les 34 d\u00e9fis propos\u00e9s en mutualisant vos r\u00e9ponses par \u00e9tablissement.<strong> Contribuez \u00e0 la base de ressources avec votre \u00e9quipe en \u00e9tablissement :<\/strong> partagez vos propres prompts et exercices g\u00e9n\u00e9r\u00e9s (notamment pour le travail des automatismes) par votre \u00e9quipe en \u00e9tablissement via le <strong>formulaire Grist (qui sera envoy\u00e9 aux participants par mail via la plateforme SOFIA)<\/strong>.<\/p>\n\n\n\n<p><strong>Finalit\u00e9 des contributions sur le questionnaire Grist<\/strong><br>Vos contributions permettront de b\u00e2tir une banque de ressources collaborative commune \u00e0 toute l\u2019acad\u00e9mie qui sera propos\u00e9e en t\u00e9l\u00e9chargement \u00e0 l\u2019issue du webinaire 2.<br>Comme cela sera expliqu\u00e9 dans le webinaire 2, cela permettra \u00e0 chacun de g\u00e9n\u00e9rer facilement des fiches ou diaporamas d\u2019automatismes sur les niveaux et th\u00e9matiques souhait\u00e9es \u00e0 l\u2019aide des LLM et \u00e9galement les documents attenants (correction, fiches d\u2019aides, etc.).<\/p>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-14&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading has-background has-medium-font-size\" style=\"background-color:#d9ecf7\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-14-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-14\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">D\u00e9couvrir AI Quest<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-14\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-14-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\"><style>\n       .errordiv { padding:10px; 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}    function aiResizeIframeHeightId(height,width,id) {aiResizeIframeHeightById(id,height);}<\/script><iframe id=\"advanced_iframe_11\"  name=\"advanced_iframe_11\"  src=\"https:\/\/codimd.apps.education.fr\/s\/CcEuhwnWw#-Explorations\"  width=\"100%\"  height=\"1600\"  frameborder=\"0\"  border=\"0\"  allowtransparency=\"true\"  loading=\"lazy\"  style=\";border-width: 0px;;border: none;;width:100%;;height:1600px;\"  allowfullscreen ><\/iframe><script type=\"text\/javascript\">var ifrm_advanced_iframe_11 = document.getElementById(\"advanced_iframe_11\");var hiddenTabsDoneadvanced_iframe_11 = false;\nfunction resizeCallbackadvanced_iframe_11() {}<\/script><script type=\"text\/javascript\"><\/script><p style=\"display:block !important; visibility:visible !important;margin: -18px 14px 0 0;padding-left: 3px;padding-top:3px;background: white; overflow: hidden; position: relative; line-height:15px;width: fit-content;\"><small style=\"display:block !important;visibility:visible !important\">powered by Advanced iFrame<\/small><\/p>\n\n\n\n<p><br><\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:45px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<div class=\"wp-block-cover is-light has-aspect-ratio\" style=\"border-width:2px;border-top-left-radius:25px;border-top-right-radius:25px;border-bottom-left-radius:25px;border-bottom-right-radius:25px;aspect-ratio:auto;min-height:unset;\"><video class=\"wp-block-cover__video-background intrinsic-ignore\" autoplay muted loop playsinline src=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/banniere1.mp4\" style=\"object-position:63% 78%\" data-object-fit=\"cover\" data-object-position=\"63% 78%\"><\/video><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-60 has-background-dim\" style=\"background-color:#FFF\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\" style=\"border-style:none;border-width:0px;border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-left-radius:0px;border-bottom-right-radius:0px\"><strong>Webinaire n\u00b02 : \u00e0 retrouver le 18 mars<\/strong><\/p>\n<\/div><\/div>\n\n\n\n<p>Gr\u00e2ce aux retours des participants et de leur \u00e9quipe en \u00e9tablissement via le questionnaire en ligne (lien envoy\u00e9 aux participants), il permettra de revenir sur les exp\u00e9rimentations men\u00e9es en \u00e9tablissements apr\u00e8s le premier webinaire.&nbsp; S\u2019appuyant sur les d\u00e9fis qui auront \u00e9t\u00e9 r\u00e9alis\u00e9s et les besoins et remarques exprim\u00e9s, il permettra d\u2019apporter des informations et accompagnements compl\u00e9mentaires dans la d\u00e9couverte de ces nouveaux outils et des enjeux et probl\u00e9matiques associ\u00e9s.<\/p>\n\n\n\n<p>Il sera \u00e9galement l\u2019occasion de poursuivre l\u2019exploration des outils disponibles et des workflows possibles au service l\u2019enseignement des math\u00e9matiques et poursuivra le travail de mutualisation de diff\u00e9rentes ressources.<\/p>\n\n\n\n<p>Il permettra enfin de revisiter les r\u00e9flexions et enjeux didactiques et p\u00e9dagogiques de notre discipline \u00e0 l\u2019aune de ces nouveaux outils.<\/p>\n\n\n\n<div style=\"height:45px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<div class=\"wp-block-cover is-light has-aspect-ratio\" style=\"border-width:2px;border-top-left-radius:25px;border-top-right-radius:25px;border-bottom-left-radius:25px;border-bottom-right-radius:25px;aspect-ratio:auto;min-height:unset;\"><video class=\"wp-block-cover__video-background intrinsic-ignore\" autoplay muted loop playsinline src=\"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-content\/uploads\/sites\/51\/2026\/02\/banniere1.mp4\" style=\"object-position:63% 78%\" data-object-fit=\"cover\" data-object-position=\"63% 78%\"><\/video><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-60 has-background-dim\" style=\"background-color:#FFF\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size\" style=\"border-style:none;border-width:0px;border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-left-radius:0px;border-bottom-right-radius:0px\"><strong>Webinaire n\u00b03 : \u00e0 retrouver le 27 mai<\/strong><\/p>\n<\/div><\/div>\n\n\n\n<p>Prolongeant les webinaires 1 et 2, il sera construit pour r\u00e9pondre au mieux aux besoins et aspirations exprim\u00e9s en s\u2019appuyant sur les retours du d\u00e9veloppement des exp\u00e9rimentations et r\u00e9flexions en \u00e9tablissements.<\/p>\n\n\n\n<p>Il permettra \u00e9galement d\u2019approfondir la r\u00e9flexion autour de ces outils et des enjeux associ\u00e9s gr\u00e2ce \u00e0 des apports issus de la recherche. Il permettra encore de d\u00e9couvrir comment installer un LLM sp\u00e9cialis\u00e9, de mani\u00e8re locale sur son ordinateur et non connect\u00e9e \u00e0 internet, dans des versions open source selon une perspective \u00e9thique et frugale.<\/p>\n\n\n\n<p>S\u2019appuyant sur le d\u00e9veloppement de la strat\u00e9gie nationale et acad\u00e9mique en mati\u00e8re d\u2019intelligence acad\u00e9mique, il sera l\u2019occasion de dresser de premiers constats et de nouvelles perspectives.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Bienvenue sur cette page d\u00e9di\u00e9e \u00e0 l&rsquo;accompagnement des professeures et professeurs dans l&rsquo;appropriation de l&rsquo;Intelligence Artificielle au service de l\u2019enseignement des math\u00e9matiques et des apprentissages des \u00e9l\u00e8ves. Cette page s\u2019inscrit dans le cadre de la s\u00e9rie des trois webinaires qui se d\u00e9rouleront au cours de l\u2019ann\u00e9e 2025-2026. Elle les compl\u00e8te par de nombreux contenus et [&hellip;]<\/p>\n","protected":false},"author":117,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"ngg_post_thumbnail":0,"footnotes":""},"class_list":["post-3211","page","type-page","status-publish","czr-hentry"],"publishpress_future_action":{"enabled":false,"date":"2026-04-11 14:39:15","action":"change-status","newStatus":"draft","terms":[],"taxonomy":"","extraData":[]},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-json\/wp\/v2\/pages\/3211","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-json\/wp\/v2\/users\/117"}],"replies":[{"embeddable":true,"href":"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-json\/wp\/v2\/comments?post=3211"}],"version-history":[{"count":76,"href":"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-json\/wp\/v2\/pages\/3211\/revisions"}],"predecessor-version":[{"id":3349,"href":"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-json\/wp\/v2\/pages\/3211\/revisions\/3349"}],"wp:attachment":[{"href":"https:\/\/pedagogie.ac-lille.fr\/mathematiques\/wp-json\/wp\/v2\/media?parent=3211"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}