{"id":9822,"date":"2024-07-18T13:03:34","date_gmt":"2024-07-18T13:03:34","guid":{"rendered":"https:\/\/www.cropland.be\/non-classe\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024"},"modified":"2026-03-12T14:02:28","modified_gmt":"2026-03-12T14:02:28","slug":"ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024","status":"publish","type":"post","link":"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024","title":{"rendered":"Ing\u00e9nierie des prompts \u2013 comment parler \u00e0 l\u2019intelligence artificielle (juillet 2024)"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"9822\" class=\"elementor elementor-9822 elementor-6760\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-156d7fd4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"156d7fd4\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-5693570f\" data-id=\"5693570f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-19e25613\" data-id=\"19e25613\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4e2a15a9 elementor-widget elementor-widget-heading\" data-id=\"4e2a15a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Blog<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bb236a1 elementor-widget elementor-widget-heading\" data-id=\"2bb236a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Ing\u00e9nierie des prompts \u2013 Comment parler \u00e0 l\u2019intelligence artificielle<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5fdf0323\" data-id=\"5fdf0323\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-fda1b31 e-ecs-flex e-flex e-con-boxed e-con e-parent\" data-id=\"fda1b31\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73a4b15 elementor-widget elementor-widget-heading\" data-id=\"73a4b15\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><span style=\"font-weight:600\" data-token-index=\"0\">Introduction<\/span><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-16f1b50d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"16f1b50d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-579c61fd\" data-id=\"579c61fd\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-52c96c9 elementor-widget elementor-widget-text-editor\" data-id=\"52c96c9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dans le monde en \u00e9volution rapide de l\u2019intelligence artificielle (IA), un terme est apparu comme une comp\u00e9tence cruciale non seulement pour les d\u00e9veloppeurs, les scientifiques des donn\u00e9es et les passionn\u00e9s de technologie, mais aussi pour les marketeurs et les entrepreneurs en g\u00e9n\u00e9ral : l\u2019<span style=\"font-weight: 600;\" data-token-index=\"1\">ing\u00e9nierie des prompts<\/span>. Cette discipline est la cl\u00e9 pour lib\u00e9rer tout le potentiel des grands mod\u00e8les linguistiques (par exemple, GPT-4o, le mod\u00e8le d\u2019IA derri\u00e8re ChatGPT) et des g\u00e9n\u00e9rateurs d\u2019images d\u2019IA tels que DALL-E et Midjourney, leur permettant de g\u00e9n\u00e9rer des r\u00e9ponses pr\u00e9cises, pertinentes et perspicaces. Mais qu\u2019est-ce que l\u2019ing\u00e9nierie des prompts exactement ? Quelle est la meilleure fa\u00e7on de parler \u00e0 l\u2019intelligence artificielle ? Plongeons-y !    <br><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b93659e elementor-widget elementor-widget-text-editor\" data-id=\"b93659e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Dans le monde en \u00e9volution rapide de l\u2019intelligence artificielle (IA), un terme est apparu comme une comp\u00e9tence cruciale non seulement pour les d\u00e9veloppeurs, les scientifiques des donn\u00e9es et les passionn\u00e9s de technologie, mais aussi pour les marketeurs et les entrepreneurs en g\u00e9n\u00e9ral : l\u2019<span style=\"font-weight: 600;\" data-token-index=\"1\">ing\u00e9nierie des prompts<\/span>. Cette discipline est la cl\u00e9 pour lib\u00e9rer tout le potentiel des grands mod\u00e8les linguistiques (par exemple, GPT-4o, le mod\u00e8le d\u2019IA derri\u00e8re ChatGPT) et des g\u00e9n\u00e9rateurs d\u2019images d\u2019IA tels que DALL-E et Midjourney, leur permettant de g\u00e9n\u00e9rer des r\u00e9ponses pr\u00e9cises, pertinentes et perspicaces. Mais qu\u2019est-ce que l\u2019ing\u00e9nierie des prompts exactement ? Quelle est la meilleure fa\u00e7on de parler \u00e0 l\u2019intelligence artificielle ? Plongeons-y !    <br><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-4e69def e-ecs-flex e-flex e-con-boxed e-con e-parent\" data-id=\"4e69def\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a1468f9 elementor-widget elementor-widget-heading\" data-id=\"a1468f9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><span style=\"font-weight:600\" data-token-index=\"0\" class=\"notion-enable-hover\">Comprendre l\u2019ing\u00e9nierie des prompts<\/span><!-- notionvc: 47e326d9-c034-4043-a2eb-f9836af2fa26 --><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d067158 e-con-full e-ecs-flex e-flex e-con e-child\" data-id=\"d067158\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8cfecdd elementor-widget elementor-widget-text-editor\" data-id=\"8cfecdd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>L\u2019ing\u00e9nierie des prompts est le processus de conception et d\u2019affinage des prompts \u2013 les instructions donn\u00e9es \u00e0 un mod\u00e8le d\u2019IA \u2013 pour obtenir le r\u00e9sultat souhait\u00e9. En termes plus simples, il s\u2019agit de d\u00e9finir des questions ou des d\u00e9clarations qui guident l\u2019IA pour produire les r\u00e9ponses les plus utiles et les plus pr\u00e9cises. <\/p><p> <\/p><p>Les mod\u00e8les d\u2019IA, tels que ceux d\u2019OpenAI, sont incroyablement puissants mais aussi fortement d\u00e9pendants de la qualit\u00e9 de l\u2019entr\u00e9e qu\u2019ils re\u00e7oivent. Un prompt bien formul\u00e9 peut faire la diff\u00e9rence entre un r\u00e9sultat vague et inutile et une r\u00e9ponse pr\u00e9cise et exploitable. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f71a089 e-ecs-flex e-flex e-con-boxed e-con e-parent\" data-id=\"f71a089\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c7182d2 elementor-widget elementor-widget-heading\" data-id=\"c7182d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><span style=\"font-weight:600\" data-token-index=\"0\" class=\"notion-enable-hover\">Ing\u00e9nierie des prompts efficace <\/span><!-- notionvc: 6bf5fdba-67c4-4dfb-8794-d30c7eb9ecee --><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cfccee0 e-ecs-flex e-flex e-con-boxed e-con e-parent\" data-id=\"cfccee0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d4e2038 e-grid e-con-full e-ecs-flex e-con e-child\" data-id=\"d4e2038\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-324806e elementor-widget elementor-widget-text-editor\" data-id=\"324806e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>L\u2019un des aspects fondamentaux de l\u2019ing\u00e9nierie des prompts est l\u2019importance de cr\u00e9er des prompts clairs et sp\u00e9cifiques qui fournissent suffisamment d\u2019informations \u00e0 l\u2019IA pour comprendre la t\u00e2che \u00e0 accomplir. Un prompt bien con\u00e7u aide \u00e0 r\u00e9duire l\u2019ambigu\u00eft\u00e9 et augmente la probabilit\u00e9 de recevoir une r\u00e9ponse pertinente en utilisant un langage concis et en d\u00e9composant les requ\u00eates complexes en parties plus simples. Fournir un contexte dans le prompt aide l\u2019IA \u00e0 saisir le sc\u00e9nario ou les informations de base, ce qui conduit \u00e0 des r\u00e9ponses plus pr\u00e9cises et contextuellement pertinentes.  &nbsp;<\/p><p>Par exemple :<\/p>\n<ul style=\"font-size: 16px; background-color: #ffffff;\">\n<li style=\"font-size: 16px;\"><span style=\"font-weight: bolder;\">Prompt de base<\/span> : \u00ab Parlez-moi du changement climatique. \u00bb<\/li>\n<li style=\"font-size: 16px;\"><span style=\"font-weight: bolder;\">Prompt affin\u00e9<\/span> : \u00ab Expliquez l\u2019impact du changement climatique sur les niveaux de glace de l\u2019Arctique au cours de la derni\u00e8re d\u00e9cennie. \u00bb<\/li>\n<\/ul><div><br><\/div>\n<ul style=\"font-size: 16px; background-color: #ffffff;\">\n<li style=\"font-size: 16px;\"><span style=\"font-weight: bolder;\">Prompt de base<\/span> : \u00ab Qu\u2019est-ce que l\u2019apprentissage automatique ? \u00bb<\/li>\n<li style=\"font-size: 16px;\"><span style=\"font-weight: bolder;\">Prompt affin\u00e9<\/span> : \u00ab Expliquez l\u2019apprentissage automatique dans le contexte de ses applications dans le domaine de la sant\u00e9, y compris des exemples de techniques sp\u00e9cifiques utilis\u00e9es. \u00bb<\/li>\n<li style=\"font-size: 16px; list-style-type: none;\">&nbsp;<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70925cc elementor-widget elementor-widget-image\" data-id=\"70925cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/old.cropland.be\/wp-content\/uploads\/2024\/07\/Prompt-engineering-website-1024x1024.png\" class=\"attachment-large size-large wp-image-9741\" alt=\"\" srcset=\"https:\/\/old.cropland.be\/wp-content\/uploads\/2024\/07\/Prompt-engineering-website-1024x1024.png 1024w, https:\/\/old.cropland.be\/wp-content\/uploads\/2024\/07\/Prompt-engineering-website-300x300.png 300w, https:\/\/old.cropland.be\/wp-content\/uploads\/2024\/07\/Prompt-engineering-website-150x150.png 150w, https:\/\/old.cropland.be\/wp-content\/uploads\/2024\/07\/Prompt-engineering-website-768x768.png 768w, https:\/\/old.cropland.be\/wp-content\/uploads\/2024\/07\/Prompt-engineering-website.png 1080w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4bff761 e-ecs-flex e-flex e-con-boxed e-con e-parent\" data-id=\"4bff761\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4e6b1a8 elementor-widget elementor-widget-heading\" data-id=\"4e6b1a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><span style=\"font-weight:600\" data-token-index=\"0\">Techniques avanc\u00e9es de prompt<\/span><!-- notionvc: 3758773f-3481-4f8c-990e-0c6ea799a05c --><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-aeae20a e-ecs-flex e-flex e-con-boxed e-con e-parent\" data-id=\"aeae20a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b2bb4ce elementor-widget elementor-widget-text-editor\" data-id=\"b2bb4ce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les techniques avanc\u00e9es de prompt peuvent am\u00e9liorer consid\u00e9rablement l\u2019efficacit\u00e9 des interactions avec l\u2019IA. Examinons quelques-unes de ces techniques et quelques exemples pour clarifier davantage l\u2019id\u00e9e : <\/p><p><\/p><ul><li><p><strong>Few-shot Prompting<\/strong> : Fournir \u00e0 l\u2019IA quelques exemples dans le prompt pour guider ses r\u00e9ponses. Cette technique am\u00e9liore la pr\u00e9cision en d\u00e9montrant le format et le niveau de d\u00e9tail souhait\u00e9s. <\/p><p>Exemple :<br><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); text-transform: var( --e-global-typography-text-text-transform );\">Prompt :<\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); text-transform: var( --e-global-typography-text-text-transform );\"> Analysez le sentiment des phrases suivantes et classez-les comme Positif, N\u00e9gatif ou Neutre.<br>Phrases de test :<br> \u00ab CROPLAND est une incroyable soci\u00e9t\u00e9 de conseil en IA ! \u00bb Sentiment : Positif<br> \u00ab Le service client \u00e9tait terrible, j\u2019ai d\u00fb attendre une heure pour obtenir une r\u00e9ponse \u00bb Sentiment : N\u00e9gatif<br>Nouvelle phrase \u00e0 analyser : <br> Je suis vraiment satisfait de la qualit\u00e9 de ce produit, il a d\u00e9pass\u00e9 mes attentes<\/span><\/p><\/li><\/ul><div> <\/div><ul><li><p><strong>Chain of Thought Prompting<\/strong> : \u00c9galement connue sous le nom de \u00ab penser avant de parler \u00bb, cette technique encourage l\u2019IA \u00e0 d\u00e9composer son processus de raisonnement \u00e9tape par \u00e9tape et lui permet d\u2019abord d\u2019ext\u00e9rioriser certaines connaissances implicites (\u00ab penser \u00bb). Elle conduit \u00e0 des r\u00e9ponses plus compl\u00e8tes et coh\u00e9rentes. <\/p><p>Exemple :<br><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); text-transform: var( --e-global-typography-text-text-transform );\">Prompt :<\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); text-transform: var( --e-global-typography-text-text-transform );\"> R\u00e9solvez le probl\u00e8me suivant : Un train parcourt 120 miles en 3 heures. Quelle est la vitesse moyenne du train ? R\u00e9fl\u00e9chissons \u00e0 ce probl\u00e8me \u00e9tape par \u00e9tape.<br><\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">R\u00e9ponse :<br><\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">1. Identifiez les informations donn\u00e9es :<br><\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">  Distance parcourue = 120 miles<br><\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">  Temps \u00e9coul\u00e9 = 3 heures<br><\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">2. Rappelez la formule de la vitesse moyenne :<br><\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">  Vitesse moyenne = Distance totale \/ Temps total<br><\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">3. Substituez les valeurs donn\u00e9es dans la formule :<br><\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">  Vitesse moyenne = 120 miles \/ 3 heures<br><\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">4. Effectuez le calcul :  <br><\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">  Vitesse moyenne = 40 miles par heure<br><\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">5. Concluez la r\u00e9ponse :<br><\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">  La vitesse moyenne du train est de 40 miles par heure.<\/span><\/p><\/li><\/ul><div> <\/div><ul><li><p><strong>Adoption de persona via le prompt syst\u00e8me<\/strong> : Demander \u00e0 l\u2019IA de r\u00e9pondre avec un ton ou une perspective sp\u00e9cifique, comme l\u2019adoption d\u2019un persona professionnel, d\u00e9contract\u00e9 ou technique. Cela garantit que les r\u00e9ponses de l\u2019IA sont align\u00e9es sur le style et le contexte souhait\u00e9s, rendant l\u2019interaction plus naturelle et pertinente aux besoins de l\u2019utilisateur. Dans la plupart des outils d\u2019IA, vous pouvez utiliser le prompt syst\u00e8me \u00e0 cette fin.  <\/p><p>Exemple :<br><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">Prompt syst\u00e8me :<\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\"> Vous \u00eates un tuteur pour un enfant de 10 ans. <\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">Prompt (question de l\u2019enfant) :<\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\"> Qu\u2019est-ce que l\u2019apprentissage automatique ?<br><\/span><span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">R\u00e9ponse de l\u2019IA (explication du tuteur) :<\/span> <span style=\"background-color: transparent; text-align: var(--text-align); color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-style: var( --e-global-typography-text-font-style ); font-weight: var( --e-global-typography-text-font-weight ); text-transform: var( --e-global-typography-text-text-transform );\">L\u2019apprentissage automatique, c\u2019est comme apprendre \u00e0 un ordinateur \u00e0 apprendre des choses tout seul. Imaginez que vous avez un ami robot qui veut apprendre \u00e0 attraper une balle. Vous montrez au robot diff\u00e9rentes fa\u00e7ons d\u2019attraper, comme avec une main ou deux mains. Le robot essaie chaque m\u00e9thode et apprend celle qui fonctionne le mieux. C\u2019est un peu comme \u00e7a que fonctionne l\u2019apprentissage automatique : les ordinateurs apprennent en essayant diff\u00e9rentes choses et en s\u2019am\u00e9liorant dans des t\u00e2ches, comme reconna\u00eetre votre voix ou sugg\u00e9rer des vid\u00e9os que vous pourriez aimer. C\u2019est comme apprendre de nouvelles astuces \u00e0 un robot !<\/span><\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0584c85 e-ecs-flex e-flex e-con-boxed e-con e-parent\" data-id=\"0584c85\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a57b9df elementor-widget elementor-widget-heading\" data-id=\"a57b9df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><span style=\"font-weight:600\" data-token-index=\"0\">D\u00e9fis et orientations futures<\/span><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-818f951 elementor-widget elementor-widget-heading\" data-id=\"818f951\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><span style=\"font-weight:600\" data-token-index=\"0\">D\u00e9fis de l\u2019ing\u00e9nierie des prompts<\/span><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0ee391c e-ecs-flex e-flex e-con-boxed e-con e-parent\" data-id=\"0ee391c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1253daa elementor-widget elementor-widget-text-editor\" data-id=\"1253daa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Malgr\u00e9 ses avantages, l\u2019ing\u00e9nierie des prompts pr\u00e9sente plusieurs d\u00e9fis qui impactent la qualit\u00e9 et la fiabilit\u00e9 des r\u00e9ponses de l\u2019IA :<\/p><p><\/p><ol><li><strong>Hallucination<\/strong> : Les mod\u00e8les d\u2019IA peuvent g\u00e9n\u00e9rer des r\u00e9ponses coh\u00e9rentes mais factuellement incorrectes ou fictives, surtout lorsqu\u2019ils sont sollicit\u00e9s par des requ\u00eates ambigu\u00ebs ou ouvertes.<\/li><li><strong>Complexit\u00e9 et limites du raisonnement<\/strong> : Les grands mod\u00e8les linguistiques (LLM) ont des limites en mati\u00e8re de raisonnement complexe et de compr\u00e9hension des contextes nuanc\u00e9s, ce qui peut entra\u00eener des interpr\u00e9tations erron\u00e9es ou des r\u00e9ponses incompl\u00e8tes.<\/li><li><strong>Biais<\/strong> : Les syst\u00e8mes d\u2019IA peuvent refl\u00e9ter involontairement les biais pr\u00e9sents dans les donn\u00e9es sur lesquelles ils sont entra\u00een\u00e9s, perp\u00e9tuant ainsi les biais ou st\u00e9r\u00e9otypes soci\u00e9taux dans leurs r\u00e9ponses.<\/li><li><strong>Surapprentissage aux exemples<\/strong> : Les mod\u00e8les peuvent bien fonctionner sur des prompts sp\u00e9cifiques sur lesquels ils ont \u00e9t\u00e9 entra\u00een\u00e9s, mais avoir des difficult\u00e9s \u00e0 g\u00e9n\u00e9raliser \u00e0 des prompts nouveaux ou divers.<\/li><li><strong>Consid\u00e9rations \u00e9thiques<\/strong> : L\u2019ing\u00e9nierie des prompts soul\u00e8ve des pr\u00e9occupations \u00e9thiques concernant la confidentialit\u00e9, le consentement et l\u2019utilisation responsable du contenu g\u00e9n\u00e9r\u00e9 par l\u2019IA.<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d10c472 elementor-widget elementor-widget-heading\" data-id=\"d10c472\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><span style=\"font-weight:600\" data-token-index=\"0\">L\u2019avenir de l\u2019ing\u00e9nierie des prompts<\/span><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87b5118 elementor-widget elementor-widget-text-editor\" data-id=\"87b5118\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><\/p><ol><li><strong>G\u00e9n\u00e9ration automatique de prompts<\/strong> : Des outils d\u2019IA capables de g\u00e9n\u00e9rer et d\u2019affiner automatiquement des prompts bas\u00e9s sur l\u2019entr\u00e9e initiale de l\u2019utilisateur.<\/li><li><strong>Compr\u00e9hension contextuelle am\u00e9lior\u00e9e<\/strong> : Am\u00e9liorations de la capacit\u00e9 des mod\u00e8les d\u2019IA \u00e0 comprendre et \u00e0 retenir le contexte sur des interactions plus longues.<\/li><li><strong>Mod\u00e8les d\u2019IA personnalisables<\/strong> : Une plus grande capacit\u00e9 \u00e0 personnaliser les mod\u00e8les d\u2019IA en fonction de cas d\u2019utilisation ou d\u2019industries sp\u00e9cifiques, am\u00e9liorant la pertinence et la pr\u00e9cision des r\u00e9ponses.<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5176fbc elementor-widget elementor-widget-heading\" data-id=\"5176fbc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><span style=\"font-weight:600\" data-token-index=\"0\">Conclusion<\/span><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c9d6648 e-ecs-flex e-flex e-con-boxed e-con e-parent\" data-id=\"c9d6648\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b5c0b7b elementor-widget elementor-widget-text-editor\" data-id=\"b5c0b7b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>L\u2019ing\u00e9nierie des prompts est une comp\u00e9tence essentielle pour exploiter tout le potentiel des mod\u00e8les d\u2019IA. En comprenant l\u2019importance du contexte, en employant des techniques efficaces et en g\u00e9rant les d\u00e9fis inh\u00e9rents, les praticiens peuvent am\u00e9liorer consid\u00e9rablement les performances des syst\u00e8mes d\u2019IA. \u00c0 mesure que le domaine continue de cro\u00eetre, les outils et les m\u00e9thodologies \u00e9volueront \u00e9galement, ouvrant la voie \u00e0 des interactions IA plus sophistiqu\u00e9es et conviviales.  <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-705fe4d e-ecs-flex e-flex e-con-boxed e-con e-parent\" data-id=\"705fe4d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-11610ec elementor-align-center elementor-widget elementor-widget-button\" data-id=\"11610ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Suivez-nous sur LinkedIn<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ab9dfa9 e-ecs-flex e-flex e-con-boxed e-con e-parent\" data-id=\"ab9dfa9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b62b77f elementor-widget elementor-widget-spacer\" data-id=\"b62b77f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dd43317 e-ecs-flex e-flex e-con-boxed e-con e-parent\" data-id=\"dd43317\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-46ab1dd e-ecs-flex e-flex e-con-boxed e-con e-child\" data-id=\"46ab1dd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c9aa84a elementor-widget elementor-widget-heading\" data-id=\"c9aa84a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Contactez-nous<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ce43788 e-ecs-flex e-flex e-con-boxed e-con e-child\" data-id=\"ce43788\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-871b6b0 e-con-full e-ecs-flex e-flex e-con e-child\" data-id=\"871b6b0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fb782b6 elementor-widget elementor-widget-heading\" data-id=\"fb782b6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Vous avez une question sur la prise de d\u00e9cisions bas\u00e9es sur les donn\u00e9es dans votre entreprise ?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2fb693 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"e2fb693\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/old.cropland.be\/fr?page_id=9378\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Envoyez-nous un message<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-49d380a e-con-full e-ecs-flex e-flex e-con e-child\" data-id=\"49d380a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-700ad3b e-ecs-flex e-flex e-con-boxed e-con e-child\" data-id=\"700ad3b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;ecs_container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ef064da elementor-widget elementor-widget-heading\" data-id=\"ef064da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Vous souhaitez explorer comment votre entreprise peut commencer \u00e0 b\u00e9n\u00e9ficier de l\u2019IA ?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-af8d5c6 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"af8d5c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/old.cropland.be\/fr?page_id=9384\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">R\u00e9servez une s\u00e9ance de sparring<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7e5684b0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7e5684b0\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5c056c2d\" data-id=\"5c056c2d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-41f43118 elementor-widget elementor-widget-heading\" data-id=\"41f43118\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">En savoir plus sur ce sujet<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-73d170f1 elementor-grid-tablet-3 elementor-posts--thumbnail-top elementor-grid-3 elementor-grid-mobile-1 elementor-widget elementor-widget-posts\" data-id=\"73d170f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;custom_columns_tablet&quot;:&quot;3&quot;,&quot;custom_columns&quot;:&quot;3&quot;,&quot;custom_columns_mobile&quot;:&quot;1&quot;,&quot;custom_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;custom_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;custom_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.custom\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t      <div class=\"ecs-posts elementor-posts-container elementor-posts   elementor-grid elementor-posts--skin-custom\" data-settings=\"{&quot;current_page&quot;:1,&quot;max_num_pages&quot;:0,&quot;load_method&quot;:&quot;&quot;,&quot;widget_id&quot;:&quot;73d170f1&quot;,&quot;post_id&quot;:9822,&quot;theme_id&quot;:9822,&quot;change_url&quot;:false,&quot;reinit_js&quot;:false}\">\n      <div class=\"elementor-posts-nothing-found\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Qu\u2019est-ce que l\u2019ing\u00e9nierie des prompts exactement, et pourquoi est-ce si important ? Conseils et astuces pour parler efficacement \u00e0 votre syst\u00e8me LLM <\/p>\n","protected":false},"author":6,"featured_media":9741,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[86],"tags":[89],"class_list":["post-9822","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tout","tag-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Ing\u00e9nierie des prompts \u2013 comment parler \u00e0 l\u2019intelligence artificielle (juillet 2024) - Cropland<\/title>\n<meta name=\"description\" content=\"Qu\u2019est-ce que l\u2019ing\u00e9nierie des prompts exactement, et quelles sont les meilleures techniques pour parler efficacement \u00e0 l\u2019intelligence artificielle ?\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ing\u00e9nierie des prompts \u2013 comment parler \u00e0 l\u2019intelligence artificielle (juillet 2024) - Cropland\" \/>\n<meta property=\"og:description\" content=\"Qu\u2019est-ce que l\u2019ing\u00e9nierie des prompts exactement, et quelles sont les meilleures techniques pour parler efficacement \u00e0 l\u2019intelligence artificielle ?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024\" \/>\n<meta property=\"og:site_name\" content=\"Cropland\" \/>\n<meta property=\"article:published_time\" content=\"2024-07-18T13:03:34+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-12T14:02:28+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/old.cropland.be\/wp-content\/uploads\/2024\/07\/Prompt-engineering-website.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1080\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Geert Vromman\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Geert Vromman\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr\\\/tout\\\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr\\\/tout\\\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024\"},\"author\":{\"name\":\"Geert Vromman\",\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr#\\\/schema\\\/person\\\/f449c6817a237ca9761164f3da3fa22f\"},\"headline\":\"Ing\u00e9nierie des prompts \u2013 comment parler \u00e0 l\u2019intelligence artificielle (juillet 2024)\",\"datePublished\":\"2024-07-18T13:03:34+00:00\",\"dateModified\":\"2026-03-12T14:02:28+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr\\\/tout\\\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024\"},\"wordCount\":1551,\"publisher\":{\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr\\\/tout\\\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/old.cropland.be\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/Prompt-engineering-website.png\",\"keywords\":[\"Blog\"],\"articleSection\":[\"TOUT\"],\"inLanguage\":\"fr-FR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr\\\/tout\\\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024\",\"url\":\"https:\\\/\\\/old.cropland.be\\\/fr\\\/tout\\\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024\",\"name\":\"Ing\u00e9nierie des prompts \u2013 comment parler \u00e0 l\u2019intelligence artificielle (juillet 2024) - Cropland\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr\\\/tout\\\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr\\\/tout\\\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/old.cropland.be\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/Prompt-engineering-website.png\",\"datePublished\":\"2024-07-18T13:03:34+00:00\",\"dateModified\":\"2026-03-12T14:02:28+00:00\",\"description\":\"Qu\u2019est-ce que l\u2019ing\u00e9nierie des prompts exactement, et quelles sont les meilleures techniques pour parler efficacement \u00e0 l\u2019intelligence artificielle ?\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr\\\/tout\\\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/old.cropland.be\\\/fr\\\/tout\\\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr\\\/tout\\\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024#primaryimage\",\"url\":\"https:\\\/\\\/old.cropland.be\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/Prompt-engineering-website.png\",\"contentUrl\":\"https:\\\/\\\/old.cropland.be\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/Prompt-engineering-website.png\",\"width\":1080,\"height\":1080},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr\\\/tout\\\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\\\/\\\/old.cropland.be\\\/fr\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"TOUT\",\"item\":\"https:\\\/\\\/old.cropland.be\\\/fr\\\/category\\\/tout\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Ing\u00e9nierie des prompts \u2013 comment parler \u00e0 l\u2019intelligence artificielle (juillet 2024)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr#website\",\"url\":\"https:\\\/\\\/old.cropland.be\\\/fr\",\"name\":\"Cropland\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/old.cropland.be\\\/fr?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr#organization\",\"name\":\"Cropland\",\"url\":\"https:\\\/\\\/old.cropland.be\\\/fr\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/old.cropland.be\\\/wp-content\\\/uploads\\\/2021\\\/07\\\/Cropland-logo-website.png\",\"contentUrl\":\"https:\\\/\\\/old.cropland.be\\\/wp-content\\\/uploads\\\/2021\\\/07\\\/Cropland-logo-website.png\",\"width\":431,\"height\":100,\"caption\":\"Cropland\"},\"image\":{\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/old.cropland.be\\\/fr#\\\/schema\\\/person\\\/f449c6817a237ca9761164f3da3fa22f\",\"name\":\"Geert Vromman\",\"url\":\"https:\\\/\\\/old.cropland.be\\\/fr\\\/author\\\/geert-vromman\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Ing\u00e9nierie des prompts \u2013 comment parler \u00e0 l\u2019intelligence artificielle (juillet 2024) - Cropland","description":"Qu\u2019est-ce que l\u2019ing\u00e9nierie des prompts exactement, et quelles sont les meilleures techniques pour parler efficacement \u00e0 l\u2019intelligence artificielle ?","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024","og_locale":"fr_FR","og_type":"article","og_title":"Ing\u00e9nierie des prompts \u2013 comment parler \u00e0 l\u2019intelligence artificielle (juillet 2024) - Cropland","og_description":"Qu\u2019est-ce que l\u2019ing\u00e9nierie des prompts exactement, et quelles sont les meilleures techniques pour parler efficacement \u00e0 l\u2019intelligence artificielle ?","og_url":"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024","og_site_name":"Cropland","article_published_time":"2024-07-18T13:03:34+00:00","article_modified_time":"2026-03-12T14:02:28+00:00","og_image":[{"width":1080,"height":1080,"url":"https:\/\/old.cropland.be\/wp-content\/uploads\/2024\/07\/Prompt-engineering-website.png","type":"image\/png"}],"author":"Geert Vromman","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"Geert Vromman","Dur\u00e9e de lecture estim\u00e9e":"8 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024#article","isPartOf":{"@id":"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024"},"author":{"name":"Geert Vromman","@id":"https:\/\/old.cropland.be\/fr#\/schema\/person\/f449c6817a237ca9761164f3da3fa22f"},"headline":"Ing\u00e9nierie des prompts \u2013 comment parler \u00e0 l\u2019intelligence artificielle (juillet 2024)","datePublished":"2024-07-18T13:03:34+00:00","dateModified":"2026-03-12T14:02:28+00:00","mainEntityOfPage":{"@id":"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024"},"wordCount":1551,"publisher":{"@id":"https:\/\/old.cropland.be\/fr#organization"},"image":{"@id":"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024#primaryimage"},"thumbnailUrl":"https:\/\/old.cropland.be\/wp-content\/uploads\/2024\/07\/Prompt-engineering-website.png","keywords":["Blog"],"articleSection":["TOUT"],"inLanguage":"fr-FR"},{"@type":"WebPage","@id":"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024","url":"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024","name":"Ing\u00e9nierie des prompts \u2013 comment parler \u00e0 l\u2019intelligence artificielle (juillet 2024) - Cropland","isPartOf":{"@id":"https:\/\/old.cropland.be\/fr#website"},"primaryImageOfPage":{"@id":"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024#primaryimage"},"image":{"@id":"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024#primaryimage"},"thumbnailUrl":"https:\/\/old.cropland.be\/wp-content\/uploads\/2024\/07\/Prompt-engineering-website.png","datePublished":"2024-07-18T13:03:34+00:00","dateModified":"2026-03-12T14:02:28+00:00","description":"Qu\u2019est-ce que l\u2019ing\u00e9nierie des prompts exactement, et quelles sont les meilleures techniques pour parler efficacement \u00e0 l\u2019intelligence artificielle ?","breadcrumb":{"@id":"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024#primaryimage","url":"https:\/\/old.cropland.be\/wp-content\/uploads\/2024\/07\/Prompt-engineering-website.png","contentUrl":"https:\/\/old.cropland.be\/wp-content\/uploads\/2024\/07\/Prompt-engineering-website.png","width":1080,"height":1080},{"@type":"BreadcrumbList","@id":"https:\/\/old.cropland.be\/fr\/tout\/ingenierie-des-prompts-comment-parler-a-lintelligence-artificielle-juillet-2024#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/old.cropland.be\/fr"},{"@type":"ListItem","position":2,"name":"TOUT","item":"https:\/\/old.cropland.be\/fr\/category\/tout"},{"@type":"ListItem","position":3,"name":"Ing\u00e9nierie des prompts \u2013 comment parler \u00e0 l\u2019intelligence artificielle (juillet 2024)"}]},{"@type":"WebSite","@id":"https:\/\/old.cropland.be\/fr#website","url":"https:\/\/old.cropland.be\/fr","name":"Cropland","description":"","publisher":{"@id":"https:\/\/old.cropland.be\/fr#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/old.cropland.be\/fr?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/old.cropland.be\/fr#organization","name":"Cropland","url":"https:\/\/old.cropland.be\/fr","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/old.cropland.be\/fr#\/schema\/logo\/image\/","url":"https:\/\/old.cropland.be\/wp-content\/uploads\/2021\/07\/Cropland-logo-website.png","contentUrl":"https:\/\/old.cropland.be\/wp-content\/uploads\/2021\/07\/Cropland-logo-website.png","width":431,"height":100,"caption":"Cropland"},"image":{"@id":"https:\/\/old.cropland.be\/fr#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/old.cropland.be\/fr#\/schema\/person\/f449c6817a237ca9761164f3da3fa22f","name":"Geert Vromman","url":"https:\/\/old.cropland.be\/fr\/author\/geert-vromman"}]}},"_links":{"self":[{"href":"https:\/\/old.cropland.be\/fr\/wp-json\/wp\/v2\/posts\/9822","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/old.cropland.be\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/old.cropland.be\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/old.cropland.be\/fr\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/old.cropland.be\/fr\/wp-json\/wp\/v2\/comments?post=9822"}],"version-history":[{"count":2,"href":"https:\/\/old.cropland.be\/fr\/wp-json\/wp\/v2\/posts\/9822\/revisions"}],"predecessor-version":[{"id":9824,"href":"https:\/\/old.cropland.be\/fr\/wp-json\/wp\/v2\/posts\/9822\/revisions\/9824"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/old.cropland.be\/fr\/wp-json\/wp\/v2\/media\/9741"}],"wp:attachment":[{"href":"https:\/\/old.cropland.be\/fr\/wp-json\/wp\/v2\/media?parent=9822"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/old.cropland.be\/fr\/wp-json\/wp\/v2\/categories?post=9822"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/old.cropland.be\/fr\/wp-json\/wp\/v2\/tags?post=9822"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}