{"id":268246,"date":"2025-03-17T06:30:00","date_gmt":"2025-03-17T06:30:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=268246"},"modified":"2025-03-31T15:01:25","modified_gmt":"2025-03-31T15:01:25","slug":"prompt-engineering-tout-savoir","status":"publish","type":"post","link":"https:\/\/datascientest.com\/prompt-engineering-tout-savoir","title":{"rendered":"Prompt Engineering : En quoi \u00e7a consiste ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"268246\" class=\"elementor elementor-268246\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-76771ac e-flex e-con-boxed e-con\" data-id=\"76771ac\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-03c9afb elementor-widget elementor-widget-text-editor\" data-id=\"03c9afb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><b>L\u2019intelligence artificielle fait partie de notre quotidien et continue d\u2019\u00e9tendre son influence. La taille du march\u00e9 mondial de l\u2019IA devrait conna\u00eetre une croissance de 37% tous les ans jusqu\u2019en 2030. Il est donc essentiel d&rsquo;\u00eatre capable de tirer le meilleur de cette technologie gr\u00e2ce \u00e0 des disciplines telles que le Prompt Engineering.<\/b><\/p>\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-0a67eac e-flex e-con-boxed e-con\" data-id=\"0a67eac\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-012658b elementor-widget elementor-widget-heading\" data-id=\"012658b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Qu\u2019est-ce que le Prompt Engineering ? \n\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c4e8ac elementor-widget elementor-widget-heading\" data-id=\"7c4e8ac\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">D\u00e9finition d\u2019un prompt : \n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50eda81 elementor-widget elementor-widget-text-editor\" data-id=\"50eda81\" data-element_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<p><a href=\"https:\/\/datascientest.com\/prompt-tout-savoir\"><span style=\"font-weight: 400;\">Un prompt<\/span><\/a><span style=\"font-weight: 400;\"> est la requ\u00eate transmise \u00e0 <\/span><b>un mod\u00e8le de langage<\/b><span style=\"font-weight: 400;\">, sa fonction est donc de communiquer des instructions donn\u00e9es \u00e0 l\u2019IA afin d\u2019obtenir une r\u00e9ponse. Le prompt peut prendre la forme de questions, d\u2019instructions, d\u2019extraits de code ou textes cr\u00e9atifs. Plus le prompt sera bien \u00e9labor\u00e9 plus la r\u00e9ponse sera pertinente et cette derni\u00e8re peut aussi bien \u00eatre du texte, qu\u2019une image ou tout autre type de m\u00e9dia.<\/span><\/p><p><span style=\"font-weight: 400;\">Exemple : \u00ab\u00a0Explique-moi les bases de la m\u00e9canique quantique en termes simples, comme si j&rsquo;avais 10 ans. Inclut des exemples concrets pour illustrer les concepts.\u00a0\u00bb<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fef6b24 elementor-widget elementor-widget-heading\" data-id=\"fef6b24\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Le Prompt Engineering : \n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b18acd elementor-widget elementor-widget-text-editor\" data-id=\"3b18acd\" data-element_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<p><span style=\"font-weight: 400;\">Il s\u2019agit d\u2019une nouvelle discipline, voire une science, ayant pour but de <\/span><b>d\u00e9velopper et optimiser des prompts<\/b><span style=\"font-weight: 400;\"> et de savoir appr\u00e9hender les capacit\u00e9s des <\/span><a href=\"https:\/\/datascientest.com\/large-language-models-tout-savoir\"><span style=\"font-weight: 400;\">LLMS<\/span><\/a><span style=\"font-weight: 400;\"> afin d\u2019orienter au mieux les <\/span><a href=\"https:\/\/datascientest.com\/ia-generative-tout-savoir\"><span style=\"font-weight: 400;\">IA g\u00e9n\u00e9ratives<\/span><\/a><span style=\"font-weight: 400;\"> pour en obtenir les meilleurs r\u00e9sultats possibles en termes de pr\u00e9cision et de pertinence.<\/span><\/p><p><span style=\"font-weight: 400;\">Le but de ce processus est de cerner les limites des IA et de parvenir \u00e0 les analyser et synth\u00e9tiser afin de simplifier la communication avec elles.<\/span><\/p><p><a href=\"https:\/\/datascientest.com\/prompt-engineer-tout-savoir\"><span style=\"font-weight: 400;\">Le Prompt Engineer<\/span><\/a><span style=\"font-weight: 400;\"> ne se contente pas uniquement de la r\u00e9daction de prompts mais doit\u00a0 \u00e9galement poss\u00e9der certaines comp\u00e9tences techniques telles que la ma\u00eetrise de plusieurs <\/span><a href=\"https:\/\/datascientest.com\/theorie-des-langages-de-programmation\"><span style=\"font-weight: 400;\">langages de programmation<\/span><\/a><span style=\"font-weight: 400;\"> ou de script, une connaissance des <\/span><a href=\"https:\/\/datascientest.com\/algorithme-tout-savoir\"><span style=\"font-weight: 400;\">algorithmes<\/span><\/a><span style=\"font-weight: 400;\"> ainsi que des m\u00e9canismes de d\u00e9veloppement.\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c16001 elementor-widget elementor-widget-image\" data-id=\"9c16001\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"448\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_close-up_shot_of_a_laptop_screen_where_a_user_c87bfa7b-0b73-487d-b9f5-b7e4a84a56d6-1024x574.webp\" class=\"attachment-large size-large wp-image-268294\" alt=\"Gros plan sur un \u00e9cran d\u2019ordinateur portable affichant du code et des instructions de Prompt Engineering. L\u2019environnement est calme et professionnel, avec un carnet et un stylo pos\u00e9s \u00e0 c\u00f4t\u00e9. L\u2019\u00e9clairage naturel cr\u00e9e une atmosph\u00e8re propice \u00e0 la concentration.\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_close-up_shot_of_a_laptop_screen_where_a_user_c87bfa7b-0b73-487d-b9f5-b7e4a84a56d6-1024x574.webp 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_close-up_shot_of_a_laptop_screen_where_a_user_c87bfa7b-0b73-487d-b9f5-b7e4a84a56d6-300x168.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_close-up_shot_of_a_laptop_screen_where_a_user_c87bfa7b-0b73-487d-b9f5-b7e4a84a56d6-768x430.webp 768w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_close-up_shot_of_a_laptop_screen_where_a_user_c87bfa7b-0b73-487d-b9f5-b7e4a84a56d6.webp 1456w\" 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 class=\"elementor-element elementor-element-cdf8bb0 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"cdf8bb0\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formation-prompt-engineering\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">En apprendre plus sur le Prompt Engineering<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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-7e04ba0 e-flex e-con-boxed e-con\" data-id=\"7e04ba0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57587f0 elementor-widget elementor-widget-heading\" data-id=\"57587f0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Pourquoi le Prompt Engineering est essentiel ? \n\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ba7dd4 elementor-widget elementor-widget-text-editor\" data-id=\"8ba7dd4\" data-element_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<p><span style=\"font-weight: 400;\">L\u2019importance du <\/span><b>Prompt Engineering<\/b><span style=\"font-weight: 400;\"> est \u00e9troitement li\u00e9e \u00e0 la qualit\u00e9 des r\u00e9ponses apport\u00e9es par l\u2019IA, un bon prompt signifie que votre demande sera mieux comprise ce qui r\u00e9duira les risques d\u2019erreurs ainsi que les r\u00e9ponses inexactes ce qui peut \u00eatre un pr\u00e9cieux gain de temps.<\/span><\/p><p><span style=\"font-weight: 400;\">De plus le Prompt Engineering a pour objectif d&rsquo;entra\u00eener une IA afin de pouvoir r\u00e9pondre aux besoins de l\u2019entreprise, gr\u00e2ce aux prompts l\u2019IA utilis\u00e9e deviendra de plus en plus adapt\u00e9e \u00e0 l\u2019organisation qui l\u2019utilise.<\/span><\/p><p><span style=\"font-weight: 400;\">Dans certains secteurs tels que <\/span><a href=\"https:\/\/datascientest.com\/cybersecurite-tout-savoir\"><span style=\"font-weight: 400;\">la cybers\u00e9curit\u00e9<\/span><\/a><span style=\"font-weight: 400;\"> ou encore <\/span><a href=\"https:\/\/datascientest.com\/intelligence-artificielle-et-finance\"><span style=\"font-weight: 400;\">la finance<\/span><\/a><span style=\"font-weight: 400;\">, la pr\u00e9cision des r\u00e9sultats g\u00e9n\u00e9r\u00e9s par l\u2019IA est indispensable afin d\u2019<\/span><a href=\"https:\/\/datascientest.com\/automatisation-tout-savoir\"><span style=\"font-weight: 400;\">automatiser<\/span><\/a><span style=\"font-weight: 400;\"> certaines t\u00e2ches et d\u2019obtenir des r\u00e9ponses conformes aux r\u00e9gulations.<\/span><\/p>\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-ee8a284 e-flex e-con-boxed e-con\" data-id=\"ee8a284\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ba960b3 elementor-widget elementor-widget-heading\" data-id=\"ba960b3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Quels sont les principes cl\u00e9s du Prompt Engineering ?\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ccfdcc8 elementor-widget elementor-widget-text-editor\" data-id=\"ccfdcc8\" data-element_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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>Clart\u00e9 et pr\u00e9cision<\/strong> <strong>:<\/strong> Le message doit \u00eatre simple et direct, exemple : A<\/span>u lieu d\u2019\u00e9crire \u201cparle-moi de l\u2019histoire\u201d \u00e9crivez plut\u00f4t \u201cr\u00e9sume l\u2019histoire de la seconde guerre mondiale en 5 points\u201d.\u00a0<\/li><\/ul><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>L\u2019importance du contexte :<\/strong> Afin d\u2019orienter au mieux la r\u00e9ponse que vous recevrez de l\u2019IA, veuillez \u00e0 lui fournir des \u00e9l\u00e9ments de contexte. Exemple : Plut\u00f4t que de demander \u201cexplique la photosynth\u00e8se\u201d optez pour \u201cexplique la photosynth\u00e8se \u00e0 un lyc\u00e9en en utilisant des exemples concrets avec les plantes et la lumi\u00e8re du soleil\u201d.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>Le format de r\u00e9ponse :<\/strong> Il est n\u00e9cessaire de d\u00e9finir le format que vous souhaitez que ce soit un paragraphe, un tableau ou encore une liste \u00e0 puces.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>D\u00e9couper les instructions en plusieurs \u00e9tapes :<\/strong> Lorsqu\u2019il s\u2019agit de requ\u00eates complexes mieux vaut les d\u00e9composer en plusieurs sous requ\u00eates. <\/span>Exemple : \u201c\u00c9cris un essai sur le changement climatique\u201d \u27a1\ufe0f \u201c1. Explique les causes du changement climatique, 2. D\u00e9cris ses impacts sur l\u2019environnement, 3. Propose des solutions.\u201d<\/li><\/ul><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>Utiliser des exemples concrets :<\/strong> Vous pouvez \u00e9galement donner des exemples afin d\u2019orienter le mod\u00e8le vers ce que vous attendez comme r\u00e9ponse ce qui s\u2019appelle du <\/span><a href=\"https:\/\/datascientest.com\/few-shot-prompting-tout-savoir\"><span style=\"font-weight: 400;\">Few-Shot Learning<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><strong>\u00c9viter les biais :<\/strong> Employez un ton neutre afin d\u2019\u00e9viter <\/span><a href=\"https:\/\/datascientest.com\/intelligence-artificielle-biais-ia\"><span style=\"font-weight: 400;\">les biais de l\u2019IA<\/span><\/a><span style=\"font-weight: 400;\">, exemple : au lieu de \u201cPourquoi X est il mieux que Y ?\u201d utilisez plut\u00f4t \u201cCompare X et Y en listant leurs avantages et inconv\u00e9nients\u201d.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5da0ea1 elementor-widget elementor-widget-image\" data-id=\"5da0ea1\" data-element_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 decoding=\"async\" width=\"800\" height=\"448\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_top-down_view_of_a_desk_with_an_open_laptop_d_533ee584-d93b-4d66-abab-b368ebcca7e7-1024x574.webp\" class=\"attachment-large size-large wp-image-268298\" alt=\"Vue de dessus d\u2019un ordinateur portable o\u00f9 une personne r\u00e9dige un prompt d\u2019IA dans un environnement de travail \u00e9pur\u00e9. L\u2019\u00e9cran affiche une interface de Prompt Engineering, avec des instructions et des r\u00e9ponses g\u00e9n\u00e9r\u00e9es par l\u2019IA. \u00c0 c\u00f4t\u00e9, un carnet et un stylo sont pos\u00e9s sur un bureau en marbre, accompagn\u00e9 de plantes d\u00e9coratives. Lumi\u00e8re naturelle et ambiance minimaliste.\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_top-down_view_of_a_desk_with_an_open_laptop_d_533ee584-d93b-4d66-abab-b368ebcca7e7-1024x574.webp 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_top-down_view_of_a_desk_with_an_open_laptop_d_533ee584-d93b-4d66-abab-b368ebcca7e7-300x168.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_top-down_view_of_a_desk_with_an_open_laptop_d_533ee584-d93b-4d66-abab-b368ebcca7e7-768x430.webp 768w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_top-down_view_of_a_desk_with_an_open_laptop_d_533ee584-d93b-4d66-abab-b368ebcca7e7.webp 1456w\" 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 class=\"elementor-element elementor-element-ed87c83 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"ed87c83\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/datascientest.com\/formation-intelligence-artificielle\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Devenir expert en IA<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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-02d45a7 e-flex e-con-boxed e-con\" data-id=\"02d45a7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-becfd56 elementor-widget elementor-widget-heading\" data-id=\"becfd56\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Quelques techniques avanc\u00e9es de Prompt Engineering : \n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc68223 elementor-widget elementor-widget-heading\" data-id=\"fc68223\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Chain-of-Thought (CoT) : \n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b0c7162 elementor-widget elementor-widget-text-editor\" data-id=\"b0c7162\" data-element_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<p><span style=\"font-weight: 400;\">La cha\u00eene de pens\u00e9e vise \u00e0 d\u00e9composer le raisonnement du mod\u00e8le \u00e9tape par \u00e9tape ce qui s\u2019av\u00e8re tr\u00e8s utile pour les probl\u00e8mes math\u00e9matiques logiques ou analytiques. Exemple : Au lieu de demander \u00e0 l\u2019IA d\u2019additionner 120 + 360, demandez lui de calculer 120 + 360 en expliquant chaque \u00e9tape de son raisonnement.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-58feb9a elementor-widget elementor-widget-heading\" data-id=\"58feb9a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Zero-Shot-Learning : \n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6734734 elementor-widget elementor-widget-text-editor\" data-id=\"6734734\" data-element_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<p><span style=\"font-weight: 400;\">Cette technique consiste \u00e0 fournir au mod\u00e8le une requ\u00eate sans lui apporter d\u2019exemples en s\u2019appuyant sur ses connaissances pr\u00e9alables.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0e876fa elementor-widget elementor-widget-heading\" data-id=\"0e876fa\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Role Prompting : \n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fe0aa0 elementor-widget elementor-widget-text-editor\" data-id=\"2fe0aa0\" data-element_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<p><span style=\"font-weight: 400;\">Le Role Prompting consiste \u00e0 attribuer un r\u00f4le \u00e0 une IA g\u00e9n\u00e9rative afin d\u2019augmenter la pertinence des r\u00e9sultats, exemple : \u201ctu es un consultant marketing exp\u00e9riment\u00e9, \u00e9labore une campagne digitale\u201d.\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-996dd5f elementor-widget elementor-widget-image\" data-id=\"996dd5f\" data-element_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 decoding=\"async\" width=\"800\" height=\"448\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_mid-range_shot_of_a_professional_AI_prompt_en_376eb6c6-023c-4c8f-93c3-fef29511d571-1024x574.webp\" class=\"attachment-large size-large wp-image-268302\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_mid-range_shot_of_a_professional_AI_prompt_en_376eb6c6-023c-4c8f-93c3-fef29511d571-1024x574.webp 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_mid-range_shot_of_a_professional_AI_prompt_en_376eb6c6-023c-4c8f-93c3-fef29511d571-300x168.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_mid-range_shot_of_a_professional_AI_prompt_en_376eb6c6-023c-4c8f-93c3-fef29511d571-768x430.webp 768w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_mid-range_shot_of_a_professional_AI_prompt_en_376eb6c6-023c-4c8f-93c3-fef29511d571.webp 1456w\" 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 class=\"elementor-element elementor-element-02b956e elementor-widget elementor-widget-heading\" data-id=\"02b956e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Iterative Refinement : \n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a43640 elementor-widget elementor-widget-text-editor\" data-id=\"2a43640\" data-element_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<p><span style=\"font-weight: 400;\">En fonction des r\u00e9ponses obtenues, on peut affiner progressivement le prompt :\u00a0<\/span><span style=\"font-weight: 400;\">\u201c\u00c9cris une histoire sur un dragon qui vit dans une montagne. Maintenant, ajoute des d\u00e9tails sur son apparence et son caract\u00e8re\u201d.\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1cb241 elementor-widget elementor-widget-heading\" data-id=\"e1cb241\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Meta-Prompting : \n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cd2f4e elementor-widget elementor-widget-text-editor\" data-id=\"2cd2f4e\" data-element_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<p><span style=\"font-weight: 400;\">Pour le Meta-Prompting, on va demander au mod\u00e8le de pousser la r\u00e9flexion sur la mani\u00e8re dont il devrait accomplir la t\u00e2che. Exemple : \u201cComment devrais-je construire mon expos\u00e9 autour de la cybers\u00e9curit\u00e9 ? Propose-moi un plan d\u00e9taill\u00e9.\u201d<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b6ff2f elementor-widget elementor-widget-heading\" data-id=\"7b6ff2f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Temperature and Sampling Control : \n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47c3835 elementor-widget elementor-widget-text-editor\" data-id=\"47c3835\" data-element_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<p><span style=\"font-weight: 400;\">Cette technique vous permettra d\u2019ajuster la temp\u00e9rature pour influencer le niveau de cr\u00e9ativit\u00e9 ou encore de rigueur. Il faut tout simplement ajouter \u00e0 la fin du prompt \u201c(temp\u00e9rature = x)\u201d : \u201cEcris une explication factuelle autour du fonctionnement de Python (temp\u00e9rature = 0,2).\u2019\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Les techniques avanc\u00e9es de prompting sont donc innombrables et vous laissent l\u2019embarras du choix, en parall\u00e8le il est \u00e9galement possible d\u2019en utiliser plusieurs pour obtenir une technique de prompting hybride.<\/span><\/p>\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-812a506 e-flex e-con-boxed e-con\" data-id=\"812a506\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d366b4a elementor-widget elementor-widget-heading\" data-id=\"d366b4a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Quels sont les outils pour s\u2019am\u00e9liorer en Prompt Engineering ? \n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f9cda57 elementor-widget elementor-widget-html\" data-id=\"f9cda57\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<!DOCTYPE html>\r\n<html lang=\"fr\">\r\n<head>\r\n    <meta charset=\"UTF-8\">\r\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\r\n    <title>Outils et Ressources pour le Prompt Engineering<\/title>\r\n    <style>\r\n        body {\r\n            font-family: Arial, sans-serif;\r\n            margin: 20px;\r\n            padding: 0;\r\n            background-color: #f8f8f8;\r\n        }\r\n        .table-container {\r\n            width: 100%;\r\n            overflow-x: auto;\r\n        }\r\n        table {\r\n            width: 100%;\r\n            border-collapse: collapse;\r\n            background: white;\r\n            min-width: 600px;\r\n        }\r\n        th, td {\r\n            border: 1px solid #ddd;\r\n            padding: 10px;\r\n            text-align: left;\r\n        }\r\n        th {\r\n            background-color: #b0b0b0;\r\n            color: white;\r\n        }\r\n        @media (max-width: 768px) {\r\n            table {\r\n                display: block;\r\n                overflow-x: auto;\r\n                white-space: nowrap;\r\n            }\r\n        }\r\n    <\/style>\r\n<\/head>\r\n<body>\r\n    <div class=\"table-container\">\r\n        <table>\r\n            <thead>\r\n                <tr>\r\n                    <th>Cat\u00e9gorie<\/th>\r\n                    <th>Outil \/ Ressource<\/th>\r\n                    <th>Description<\/th>\r\n                <\/tr>\r\n            <\/thead>\r\n            <tbody>\r\n                <tr>\r\n                    <td>Plateformes d'IA<\/td>\r\n                    <td>OpenAI Playground<\/td>\r\n                    <td>Test des prompts avec GPT-3, GPT-4, etc.<\/td>\r\n                <\/tr>\r\n                <tr>\r\n                    <td>Plateformes d'IA<\/td>\r\n                    <td>Hugging Face<\/td>\r\n                    <td>Acc\u00e8s \u00e0 des mod\u00e8les open-source (BERT, GPT-J, etc.).<\/td>\r\n                <\/tr>\r\n                <tr>\r\n                    <td>Outils de test<\/td>\r\n                    <td>Promptfoo<\/td>\r\n                    <td>Comparaison et \u00e9valuation des performances des prompts.<\/td>\r\n                <\/tr>\r\n                <tr>\r\n                    <td>Communaut\u00e9s<\/td>\r\n                    <td>r\/PromptEngineering (Reddit)<\/td>\r\n                    <td>Discussions sur les meilleures pratiques.<\/td>\r\n                <\/tr>\r\n                <tr>\r\n                    <td>Communaut\u00e9s<\/td>\r\n                    <td>Learn Prompting Discord<\/td>\r\n                    <td>Communaut\u00e9 pour \u00e9changer des astuces.<\/td>\r\n                <\/tr>\r\n                <tr>\r\n                    <td>D\u00e9p\u00f4ts Open Source<\/td>\r\n                    <td>GitHub - Awesome Prompt Engineering<\/td>\r\n                    <td>Collection de ressources et d'outils pour le prompt engineering.<\/td>\r\n                <\/tr>\r\n                <tr>\r\n                    <td>Frameworks<\/td>\r\n                    <td>LangChain<\/td>\r\n                    <td>Framework pour cr\u00e9er des applications bas\u00e9es sur des LLM.<\/td>\r\n                <\/tr>\r\n                <tr>\r\n                    <td>Outils de collaboration<\/td>\r\n                    <td>PromptBase<\/td>\r\n                    <td>Marketplace pour acheter et vendre des prompts.<\/td>\r\n                <\/tr>\r\n                <tr>\r\n                    <td>Guides et tutoriels<\/td>\r\n                    <td>OpenAI Documentation<\/td>\r\n                    <td>Guide officiel d\u2019OpenAI sur l'utilisation de GPT.<\/td>\r\n                <\/tr>\r\n                <tr>\r\n                    <td>Guides et tutoriels<\/td>\r\n                    <td>Hugging Face Course<\/td>\r\n                    <td>Cours gratuit sur l'utilisation des mod\u00e8les de langage.<\/td>\r\n                <\/tr>\r\n            <\/tbody>\r\n        <\/table>\r\n    <\/div>\r\n<\/body>\r\n<\/html>\r\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a040552 elementor-widget elementor-widget-image\" data-id=\"a040552\" data-element_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 decoding=\"async\" width=\"800\" height=\"448\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_professional_sitting_at_a_desk_typing_a_detai_23b208f4-2135-46ae-a6ca-3fe7ca518068-1024x574.webp\" class=\"attachment-large size-large wp-image-268306\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_professional_sitting_at_a_desk_typing_a_detai_23b208f4-2135-46ae-a6ca-3fe7ca518068-1024x574.webp 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_professional_sitting_at_a_desk_typing_a_detai_23b208f4-2135-46ae-a6ca-3fe7ca518068-300x168.webp 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_professional_sitting_at_a_desk_typing_a_detai_23b208f4-2135-46ae-a6ca-3fe7ca518068-768x430.webp 768w, https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_professional_sitting_at_a_desk_typing_a_detai_23b208f4-2135-46ae-a6ca-3fe7ca518068.webp 1456w\" 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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3488a5e e-flex e-con-boxed e-con\" data-id=\"3488a5e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-265f4d7 elementor-widget elementor-widget-heading\" data-id=\"265f4d7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd7a19d elementor-widget elementor-widget-text-editor\" data-id=\"fd7a19d\" data-element_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<p><span style=\"font-weight: 400;\">Le Prompt Engineering deviendra une comp\u00e9tence cl\u00e9 pour tous les professionnels avec les mod\u00e8les de plus en plus performants (<a href=\"https:\/\/datascientest.com\/chatgpt-4-tout-savoir\">GPT-4<\/a>, <a href=\"https:\/\/datascientest.com\/claude-3-danthropic-le-llm-qui-detrone-gpt-4\">Claude<\/a>\u2026). Cette discipline repr\u00e9sente un levier puissant pour exploiter le potentiel des IA g\u00e9n\u00e9ratives ce qui permettra de repousser les limites de la cr\u00e9ativit\u00e9 et de la productivit\u00e9.\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e44e219 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"e44e219\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/datascientest.com\/formation-prompt-engineering\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Se former au Prompt Engineering<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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-2f3be77 e-flex e-con-boxed e-con\" data-id=\"2f3be77\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f788000 elementor-widget elementor-widget-html\" data-id=\"f788000\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"Qu\u2019est-ce que le Prompt Engineering ?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"Le Prompt Engineering est une discipline visant \u00e0 optimiser les instructions fournies aux mod\u00e8les d'IA g\u00e9n\u00e9rative afin d'obtenir des r\u00e9sultats plus pr\u00e9cis et pertinents. Il implique la cr\u00e9ation de prompts bien structur\u00e9s et l'analyse des capacit\u00e9s des mod\u00e8les pour maximiser leur efficacit\u00e9.\"\r\n      }\r\n    },\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"Pourquoi le Prompt Engineering est-il essentiel ?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"Un prompt bien con\u00e7u permet \u00e0 une IA de mieux comprendre la requ\u00eate de l'utilisateur, r\u00e9duisant ainsi les erreurs et am\u00e9liorant la pr\u00e9cision des r\u00e9ponses. Il est crucial pour les secteurs o\u00f9 l'exactitude est primordiale, comme la finance et la cybers\u00e9curit\u00e9.\"\r\n      }\r\n    },\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"Quels sont les principes cl\u00e9s du Prompt Engineering ?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"Les principes fondamentaux incluent la clart\u00e9 et la pr\u00e9cision du prompt, l'ajout de contexte pertinent, la d\u00e9finition d'un format de r\u00e9ponse, la d\u00e9composition des instructions complexes en \u00e9tapes, l'utilisation d'exemples concrets et l'\u00e9vitement des biais dans la formulation.\"\r\n      }\r\n    },\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"Quelles sont les techniques avanc\u00e9es de Prompt Engineering ?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"Parmi les techniques avanc\u00e9es, on retrouve le Chain-of-Thought (CoT) pour un raisonnement par \u00e9tapes, le Zero-Shot Learning qui repose sur les connaissances pr\u00e9alables du mod\u00e8le, le Role Prompting pour attribuer un r\u00f4le \u00e0 l'IA, l'Iterative Refinement pour affiner progressivement un prompt et le Meta-Prompting qui pousse l'IA \u00e0 r\u00e9fl\u00e9chir sur la meilleure mani\u00e8re d'ex\u00e9cuter une t\u00e2che.\"\r\n      }\r\n    },\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"Quels sont les outils pour am\u00e9liorer ses comp\u00e9tences en Prompt Engineering ?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"Plusieurs outils peuvent aider \u00e0 perfectionner ses prompts, comme OpenAI Playground pour tester des prompts avec GPT-4, Hugging Face pour acc\u00e9der \u00e0 des mod\u00e8les open-source, Promptfoo pour comparer la performance des prompts, ainsi que des communaut\u00e9s comme r\/PromptEngineering sur Reddit et Learn Prompting sur Discord.\"\r\n      }\r\n    }\r\n  ]\r\n}\r\n<\/script>\r\n\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>L\u2019intelligence artificielle fait partie de notre quotidien et continue d\u2019\u00e9tendre son influence. La taille du march\u00e9 mondial de l\u2019IA devrait conna\u00eetre une croissance de 37% tous les ans jusqu\u2019en 2030. Il est donc essentiel d&rsquo;\u00eatre capable de tirer le meilleur de cette technologie gr\u00e2ce \u00e0 des disciplines telles que le Prompt Engineering. Qu\u2019est-ce que le [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":268291,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2500],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Prompt Engineering : En quoi \u00e7a consiste ?<\/title>\n<meta name=\"description\" content=\"L\u2019intelligence artificielle fait partie de notre quotidien et continue d\u2019\u00e9tendre son influence. 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Il est donc essentiel d'\u00eatre capable de tirer le meilleur de cette technologie gr\u00e2ce \u00e0 des disciplines telles que le Prompt Engineering.","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:\/\/datascientest.com\/prompt-engineering-tout-savoir","og_locale":"fr_FR","og_type":"article","og_title":"Prompt Engineering : En quoi \u00e7a consiste ?","og_url":"https:\/\/datascientest.com\/prompt-engineering-tout-savoir","og_site_name":"Formation Data Science | DataScientest.com","article_published_time":"2025-03-17T06:30:00+00:00","article_modified_time":"2025-03-31T15:01:25+00:00","og_image":[{"width":1456,"height":816,"url":"https:\/\/datascientest.com\/wp-content\/uploads\/2025\/03\/dst_acquisition_A_mid-range_shot_of_a_professional_sitting_at_a_4ba4540a-063d-49c4-9924-5c798c2fcab0.webp","type":"image\/webp"}],"author":"J\u00e9r\u00e9my Robert","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"J\u00e9r\u00e9my Robert","Dur\u00e9e de lecture estim\u00e9e":"7 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/datascientest.com\/prompt-engineering-tout-savoir","url":"https:\/\/datascientest.com\/prompt-engineering-tout-savoir","name":"Prompt Engineering : En quoi \u00e7a consiste ?","isPartOf":{"@id":"https:\/\/datascientest.com\/#website"},"datePublished":"2025-03-17T06:30:00+00:00","dateModified":"2025-03-31T15:01:25+00:00","author":{"@id":"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925"},"description":"L\u2019intelligence artificielle fait partie de notre quotidien et continue d\u2019\u00e9tendre son influence. 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