{"id":811,"date":"2025-10-02T13:08:58","date_gmt":"2025-10-02T11:08:58","guid":{"rendered":"https:\/\/mnugier.fr\/?page_id=811"},"modified":"2025-10-02T15:02:45","modified_gmt":"2025-10-02T13:02:45","slug":"%e2%9c%85-mes-competences-en-ia-generative","status":"publish","type":"page","link":"https:\/\/mnugier.fr\/?page_id=811","title":{"rendered":"\u2705 Mes comp\u00e9tences en IA g\u00e9n\u00e9rative"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd39 1. <strong>Compr\u00e9hension des fondements de l\u2019IA g\u00e9n\u00e9rative<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Comp\u00e9tence<\/th><th>Pourquoi c\u2019est utile<\/th><\/tr><\/thead><tbody><tr><td>\ud83e\udde0 Comprendre ce qu\u2019est un mod\u00e8le g\u00e9n\u00e9ratif<\/td><td>Diff\u00e9rences entre mod\u00e8les discriminants et g\u00e9n\u00e9ratifs<\/td><\/tr><tr><td>\ud83e\uddd1\u200d\ud83c\udfa8 Conna\u00eetre les usages (texte, image, audio, code&#8230;)<\/td><td>G\u00e9n\u00e9ration de texte, image, son, vid\u00e9o, synth\u00e8se vocale<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd39 2. <strong>Ma\u00eetrise des outils IA g\u00e9n\u00e9rative (pratique)<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Comp\u00e9tence<\/th><th>Exemples d&rsquo;outils ou frameworks<\/th><\/tr><\/thead><tbody><tr><td>\ud83d\udcac Utilisation de LLM (texte)<\/td><td>ChatGPT, Gemini, Mistral<\/td><\/tr><tr><td>\ud83d\uddbc\ufe0f G\u00e9n\u00e9ration d\u2019images<\/td><td>DALL\u00b7E, Midjourney, Stable Diffusion<\/td><\/tr><tr><td>\ud83d\udd0a Synth\u00e8se vocale \/ audio<\/td><td>ElevenLabs, Voicify, Murf AI<\/td><\/tr><tr><td>\ud83d\udcc4 R\u00e9sum\u00e9 &amp; transformation de documents<\/td><td>ChatGPT, Claude, Microsoft Copilot<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd39 3. <strong>Comp\u00e9tences en prompt engineering<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Comp\u00e9tence<\/th><th>Pourquoi c\u2019est utile<\/th><\/tr><\/thead><tbody><tr><td>\u270d\ufe0f Structurer un bon prompt<\/td><td>Contexte, instruction claire<\/td><\/tr><tr><td>\ud83d\udd01 Utiliser le \u00ab\u00a0prompt chaining\u00a0\u00bb<\/td><td>Cr\u00e9er des cha\u00eenes de prompts pour des t\u00e2ches complexes<\/td><\/tr><tr><td>\ud83e\uddea Tester et ajuster un prompt<\/td><td>\u00c9valuer la pertinence des r\u00e9sultats selon l\u2019objectif<\/td><\/tr><tr><td>\ud83e\udde0 Savoir guider un mod\u00e8le pour un style pr\u00e9cis<\/td><td>\u00c9criture pro, synth\u00e8se, mise en forme, etc.<\/td><\/tr><tr><td>\ud83d\udccb G\u00e9n\u00e9rer des formats vari\u00e9s<\/td><td>Tableau, JSON, scripts, emails, contenus web&#8230;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd39 4. <strong>\u00c9valuation &amp; limitations des mod\u00e8les g\u00e9n\u00e9ratifs<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Comp\u00e9tence<\/th><th>Pourquoi c\u2019est important<\/th><\/tr><\/thead><tbody><tr><td>\u26a0\ufe0f D\u00e9tecter les hallucinations<\/td><td>Les mod\u00e8les peuvent inventer des infos cr\u00e9dibles<\/td><\/tr><tr><td>\ud83d\udd0d \u00c9valuer la coh\u00e9rence des r\u00e9ponses<\/td><td>Comparaison \u00e0 une v\u00e9rit\u00e9 m\u00e9tier ou source<\/td><\/tr><tr><td>\ud83d\udcc9 Comprendre les biais et limites<\/td><td>Biais culturels, datas, hallucinations, copyright<\/td><\/tr><tr><td>\ud83d\udd10 Notions de s\u00e9curit\u00e9 et \u00e9thique<\/td><td>RGPD, donn\u00e9es sensibles, responsabilit\u00e9<\/td><\/tr><tr><td>\ud83e\uddea Savoir valider un usage avant mise en production<\/td><td>Fiabilit\u00e9, coh\u00e9rence, reproductibilit\u00e9<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd39 5. <strong>Comp\u00e9tences produit et business autour de l\u2019IA<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Comp\u00e9tence<\/th><th>Pourquoi c\u2019est strat\u00e9gique<\/th><\/tr><\/thead><tbody><tr><td>\ud83c\udfaf Identifier des cas d\u2019usage pertinents<\/td><td>Gagner du temps, automatiser, am\u00e9liorer l\u2019exp\u00e9rience<\/td><\/tr><tr><td>\ud83d\udca1 Concevoir des assistants IA utiles<\/td><td>Agents, copilotes, chatbots intelligents<\/td><\/tr><tr><td>\ud83e\udded Suivre l\u2019\u00e9volution du march\u00e9<\/td><td>Nouveaux mod\u00e8les, tendances open source \/ propri\u00e9taires<\/td><\/tr><tr><td>\ud83d\udcac \u00catre capable d\u2019expliquer l\u2019IA g\u00e9n\u00e9rative<\/td><td>Vulgarisation pour les \u00e9quipes ou d\u00e9cideurs<\/td><\/tr><tr><td>\ud83d\udcc8 Mesurer le ROI d\u2019un usage IA<\/td><td>Temps gagn\u00e9, qualit\u00e9, adoption, risques \u00e9vit\u00e9s<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd39 6. <strong>Soft skills essentielles dans le contexte IA g\u00e9n\u00e9rative<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Comp\u00e9tence<\/th><th>Exemple d\u2019application<\/th><\/tr><\/thead><tbody><tr><td>\ud83e\udde0 Esprit critique<\/td><td>Ne pas tout croire, croiser les r\u00e9ponses<\/td><\/tr><tr><td>\ud83e\uddea Curiosit\u00e9 &amp; exp\u00e9rimentation<\/td><td>Tester les outils, formats, prompts<\/td><\/tr><tr><td>\ud83d\udde3\ufe0f Communication<\/td><td>Expliquer des r\u00e9sultats IA \u00e0 des non-techniciens<\/td><\/tr><tr><td>\ud83c\udfa8 Cr\u00e9ativit\u00e9<\/td><td>Trouver des usages innovants ou inattendus<\/td><\/tr><tr><td>\u2696\ufe0f \u00c9thique<\/td><td>Respect des donn\u00e9es, responsabilit\u00e9 humaine<\/td><\/tr><\/tbody><\/table><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udd39 1. Compr\u00e9hension des fondements de l\u2019IA g\u00e9n\u00e9rative Comp\u00e9tence Pourquoi c\u2019est utile \ud83e\udde0 Comprendre ce qu\u2019est un mod\u00e8le g\u00e9n\u00e9ratif Diff\u00e9rences entre mod\u00e8les discriminants et g\u00e9n\u00e9ratifs \ud83e\uddd1\u200d\ud83c\udfa8 Conna\u00eetre les usages (texte, image, audio, code&#8230;) G\u00e9n\u00e9ration de texte, image, son, vid\u00e9o, synth\u00e8se vocale \ud83d\udd39 2. Ma\u00eetrise des outils IA g\u00e9n\u00e9rative (pratique) Comp\u00e9tence Exemples d&rsquo;outils ou frameworks \ud83d\udcac [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-811","page","type-page","status-publish","hentry","wpbf-post"],"_links":{"self":[{"href":"https:\/\/mnugier.fr\/index.php?rest_route=\/wp\/v2\/pages\/811","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mnugier.fr\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/mnugier.fr\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/mnugier.fr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mnugier.fr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=811"}],"version-history":[{"count":4,"href":"https:\/\/mnugier.fr\/index.php?rest_route=\/wp\/v2\/pages\/811\/revisions"}],"predecessor-version":[{"id":913,"href":"https:\/\/mnugier.fr\/index.php?rest_route=\/wp\/v2\/pages\/811\/revisions\/913"}],"wp:attachment":[{"href":"https:\/\/mnugier.fr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=811"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}