{"id":229117,"date":"2024-03-08T06:30:00","date_gmt":"2024-03-08T06:30:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=229117"},"modified":"2024-03-14T15:03:27","modified_gmt":"2024-03-14T15:03:27","slug":"few-shot-prompting-tout-savoir","status":"publish","type":"post","link":"https:\/\/datascientest.com\/few-shot-prompting-tout-savoir","title":{"rendered":"Few-Shot Prompting : Affinez vos r\u00e9sultats d&rsquo;IA g\u00e9n\u00e9rative"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"229117\" class=\"elementor elementor-229117\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c3022c6 e-flex e-con-boxed e-con\" data-id=\"c3022c6\" 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-36f831e elementor-widget elementor-widget-heading\" data-id=\"36f831e\" 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\">Avec la d\u00e9mocratisation des outils d\u2019intelligence artificielle, les utilisateurs d\u00e9couvrent des possibilit\u00e9s infinies. \u00c0 condition de savoir parler \u00e0 l\u2019IA. Et pour cela, il existe plusieurs techniques de prompt engineering. Parmi les plus populaires, il y a le Few-Shot Prompting. D\u00e9couvrez cette m\u00e9thode.<\/h2>\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-b962283 e-flex e-con-boxed e-con\" data-id=\"b962283\" 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-17de478 elementor-widget elementor-widget-heading\" data-id=\"17de478\" 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\">C\u2019est quoi le Few-Shot Prompting ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-de9701a elementor-widget elementor-widget-text-editor\" data-id=\"de9701a\" 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><span style=\"font-weight: 400;\">Le Few-Shot Prompting est une <a href=\"https:\/\/datascientest.com\/prompt-engineer-tout-savoir\">technique de prompt engineering<\/a> qui consiste \u00e0 <\/span><b>montrer \u00e0 l\u2019IA quelques exemples (ou shots) des r\u00e9sultats d\u00e9sir\u00e9s<\/b><span style=\"font-weight: 400;\">. Gr\u00e2ce aux exemples fournis, <\/span><b>le mod\u00e8le apprend un comportement sp\u00e9cifique<\/b><span style=\"font-weight: 400;\">, lui permettant ainsi de r\u00e9aliser des t\u00e2ches similaires.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Par exemple, un responsable marketing peut utiliser cette technique de Prompting pour classer les commentaires clients en positifs ou n\u00e9gatifs. Pour cela, il pr\u00e9sente \u00e0 l\u2019IA plusieurs commentaires en pr\u00e9cisant s\u2019ils sont positifs ou n\u00e9gatifs. \u00c0 l\u2019aide de ces exemples, le mod\u00e8le de langage doit \u00eatre capable d\u2019identifier les patterns associ\u00e9s aux sentiments positifs et n\u00e9gatifs. Ce qui lui permettra alors de classer les autres commentaires.<\/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-5eb7ba3 e-flex e-con-boxed e-con\" data-id=\"5eb7ba3\" 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-082d950 elementor-widget elementor-widget-heading\" data-id=\"082d950\" 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\">Pourquoi utiliser le Few-Shot Prompting ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd9d504 elementor-widget elementor-widget-text-editor\" data-id=\"dd9d504\" 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;\">Depuis la d\u00e9mocratisation de <a href=\"https:\/\/datascientest.com\/gpt-3-revolutionnaire-ou-surmediatise\">ChatGPT<\/a>, certains utilisateurs y voient un outil r\u00e9volutionnaire alors que d\u2019autres doutent encore de ses capacit\u00e9s.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">La diff\u00e9rence entre les deux ? La ma\u00eetrise des prompts. Et notamment de ses techniques comme le few shot Prompting.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">En effet, les <a href=\"https:\/\/datascientest.com\/large-language-models-tout-savoir\">grands mod\u00e8les de langage (LLM)<\/a>, comme ChatGPT sont entra\u00een\u00e9s avec des volumes massifs de donn\u00e9es. Mais toutes ces informations sont cens\u00e9es r\u00e9pondre aux besoins du plus grand nombre. Or, si vous lui demandez de <\/span><b>r\u00e9aliser une t\u00e2che sp\u00e9cifique<\/b><span style=\"font-weight: 400;\">, il y a de grands risques qu\u2019il vous fournisse une r\u00e9ponse tr\u00e8s g\u00e9n\u00e9raliste, bien loin de vos attentes initiales. Pour affiner les r\u00e9ponses de l\u2019intelligence artificielle, le Few-Shot Prompting s\u2019av\u00e8re indispensable. En ce sens, c\u2019est une <\/span><b>strat\u00e9gie de fine tuning redoutable. <\/b><\/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-9310fc6 elementor-widget elementor-widget-image\" data-id=\"9310fc6\" 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=\"624\" height=\"500\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Few-Shot-Prompting1.jpg\" class=\"attachment-full size-full wp-image-229140\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Few-Shot-Prompting1.jpg 624w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Few-Shot-Prompting1-300x240.jpg 300w\" sizes=\"(max-width: 624px) 100vw, 624px\" \/>\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-b5f44d7 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"b5f44d7\" 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\">Apprendre \u00e0 utiliser le Few-Shot Prompting<\/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-6271d7e e-flex e-con-boxed e-con\" data-id=\"6271d7e\" 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-b08ac31 elementor-widget elementor-widget-heading\" data-id=\"b08ac31\" 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\">Comment utiliser le Prompting en Few-Shot ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e661e47 elementor-widget elementor-widget-text-editor\" data-id=\"e661e47\" 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 obtenir des r\u00e9sultats vraiment pertinents avec le Few-Shot Prompting , il convient d\u2019appliquer les bonnes m\u00e9thodes. Voici quelques astuces :\u00a0<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Bien structurer son prompt<\/b><span style=\"font-weight: 400;\"> : les exemples propos\u00e9s sont toujours compos\u00e9s de deux valeurs ; la valeur \u00e0 analyser et le r\u00e9sultat souhait\u00e9.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Fournir le bon format <\/b><span style=\"font-weight: 400;\">: l\u2019outil d\u2019<a href=\"https:\/\/datascientest.com\/comment-lia-generative-pourrait-changer-a-jamais-notre-facon-de-travailler\">IA g\u00e9n\u00e9rative<\/a> vous pr\u00e9sentera des donn\u00e9es de sortie identiques aux donn\u00e9es que vous lui fournissez en entr\u00e9e. Ainsi, vos shots doivent indiquer le format souhait\u00e9 exact. Par exemple, \u00ab\u00a0nom ; pr\u00e9nom ; profession ; \u00e2ge\u00a0\u00bb.\u00a0<\/span><\/li><li><b>Donner un nombre suffisant d\u2019exemples <\/b><span style=\"font-weight: 400;\">: en g\u00e9n\u00e9ral, il est conseill\u00e9 de fournir \u00e0 l\u2019IA entre 3 \u00e0 5 exemples.<\/span><\/li><\/ul>\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-c47679c e-flex e-con-boxed e-con\" data-id=\"c47679c\" 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-14ab7c0 elementor-widget elementor-widget-heading\" data-id=\"14ab7c0\" 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\">Quelles sont les variantes du Few-Shot Prompting ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b790e76 elementor-widget elementor-widget-text-editor\" data-id=\"b790e76\" 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 Few-Shot Prompting est loin d\u2019\u00eatre la seule technique de prompt engineering. Il en existe d\u2019autres qui peuvent vous aider \u00e0 fournir les bonnes instructions au mod\u00e8le de langage. Voici les plus populaires :\u00a0<\/span><\/p><ul><li><b>Chain of thought <\/b>:<span style=\"font-weight: 400;\"> l\u2019objectif est de retracer le cheminement de la pens\u00e9e humaine. Pour cela, vous orientez l\u2019outil d\u2019IA vers le r\u00e9sultat que vous souhaitez en lui fournissant plusieurs instructions successives.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Reverse engineering <\/b><span style=\"font-weight: 400;\">: plut\u00f4t que de partir de la requ\u00eate, vous partez du r\u00e9sultat souhait\u00e9. Vous le proposez alors au mod\u00e8le d\u2019IA en lui demandant qu\u2019il vous fournisse le prompt capable de g\u00e9n\u00e9rer un tel r\u00e9sultat. Muni d\u2019un prompt de qualit\u00e9, vous pouvez l\u2019adapter \u00e0 votre situation pour obtenir une r\u00e9ponse pertinente.\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Zero shot prompt <\/b><span style=\"font-weight: 400;\">: par rapport au Few-Shot Prompting, c\u2019est un peu la strat\u00e9gie inverse. Ici, vous demandez une r\u00e9ponse \u00e0 l\u2019<a href=\"https:\/\/datascientest.com\/intelligence-artificielle-definition\">intelligence artificielle<\/a> sans lui fournir d\u2019exemples.\u00a0<\/span><\/li><li><b>Role Prompting<\/b><span style=\"font-weight: 400;\"> : il s\u2019agit l\u00e0 d\u2019attribuer un r\u00f4le \u00e0 l\u2019IA(comme directeur marketing d\u2019un grand groupe sp\u00e9cialis\u00e9 en \u00e9nergie renouvelable, conseiller financier dans une agence de proximit\u00e9, \u2026). C\u2019est particuli\u00e8rement utile pour affiner le mod\u00e8le et am\u00e9liorer la pertinence des r\u00e9sultats.<\/span><\/li><\/ul>\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-dfb2640 e-flex e-con-boxed e-con\" data-id=\"dfb2640\" 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-e7e0f7d elementor-widget elementor-widget-heading\" data-id=\"e7e0f7d\" 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\u00e9couvrez le prompt engineering avec DataScientest<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9e89a1d elementor-widget elementor-widget-text-editor\" data-id=\"9e89a1d\" 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;\">\u00c0 mesure que les outils d\u2019intelligence artificielle continuent de se d\u00e9velopper, les techniques de prompt engineering \u00e9voluent \u00e9galement. Et pas seulement le Few-Shot Prompting. D\u2019autres m\u00e9thodes apparaissent r\u00e9guli\u00e8rement. Pour conna\u00eetre les techniques les plus efficaces, il est primordial de se former. Heureusement, chez <strong>DataScientest<\/strong>, nous avons cr\u00e9\u00e9 une <a href=\"https:\/\/datascientest.com\/formation-prompt-engineering\">formation d\u00e9di\u00e9e \u00e0 l\u2019ing\u00e9nierie des prompts<\/a>. <span style=\"font-weight: 400;\">\u00c0 la fin du programme, vous saurez communiquer efficacement avec les grands mod\u00e8les de langage, obtenant ainsi tous les r\u00e9sultats souhait\u00e9s. <\/span><\/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-6800570 elementor-widget elementor-widget-image\" data-id=\"6800570\" 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=\"617\" height=\"500\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Few-Shot-Prompting2.jpg\" class=\"attachment-full size-full wp-image-229141\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Few-Shot-Prompting2.jpg 617w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Few-Shot-Prompting2-300x243.jpg 300w\" sizes=\"(max-width: 617px) 100vw, 617px\" \/>\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-f05347e elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"f05347e\" 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\">D\u00e9buter la formation en 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<div class=\"elementor-element elementor-element-3b3d71e elementor-widget elementor-widget-html\" data-id=\"3b3d71e\" 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    \"@type\": \"Question\",\r\n    \"name\": \"C\u2019est quoi le Few-Shot Prompting ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Le Few-Shot Prompting est une technique de prompt engineering qui consiste \u00e0 montrer \u00e0 l\u2019IA quelques exemples (ou shots) des r\u00e9sultats d\u00e9sir\u00e9s. Gr\u00e2ce aux exemples fournis, le mod\u00e8le apprend un comportement sp\u00e9cifique, lui permettant ainsi de r\u00e9aliser des t\u00e2ches similaires.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Pourquoi utiliser le Few-Shot Prompting ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"les grands mod\u00e8les de langage (LLM), comme ChatGPT sont entra\u00een\u00e9s avec des volumes massifs de donn\u00e9es. Mais toutes ces informations sont cens\u00e9es r\u00e9pondre aux besoins du plus grand nombre. Or, si vous lui demandez de r\u00e9aliser une t\u00e2che sp\u00e9cifique, il y a de grands risques qu\u2019il vous fournisse une r\u00e9ponse tr\u00e8s g\u00e9n\u00e9raliste, bien loin de vos attentes initiales. Pour affiner les r\u00e9ponses de l\u2019intelligence artificielle, le Few-Shot Prompting s\u2019av\u00e8re indispensable.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Comment utiliser le Prompting en Few-Shot ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Pour obtenir des r\u00e9sultats vraiment pertinents avec le Few-Shot Prompting , il convient d\u2019appliquer les bonnes m\u00e9thodes. Voici quelques astuces : bien structurer son prompt, fournir le bon format et donner un nombre suffisant d\u2019exemples.\"\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>Avec la d\u00e9mocratisation des outils d\u2019intelligence artificielle, les utilisateurs d\u00e9couvrent des possibilit\u00e9s infinies. \u00c0 condition de savoir parler \u00e0 l\u2019IA. Et pour cela, il existe plusieurs techniques de prompt engineering. Parmi les plus populaires, il y a le Few-Shot Prompting. D\u00e9couvrez cette m\u00e9thode. C\u2019est quoi le Few-Shot Prompting ? Le Few-Shot Prompting est une technique [&hellip;]<\/p>\n","protected":false},"author":78,"featured_media":229122,"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>Few-Shot Prompting : Affinez vos r\u00e9sultats d&#039;IA g\u00e9n\u00e9rative<\/title>\n<meta name=\"description\" content=\"Optimisez les r\u00e9sultats g\u00e9n\u00e9r\u00e9s par l\u2019IA avec le Few-Shot Prompting. D\u00e9cryptage de l\u2019une des techniques de prompt engineering les plus populaires.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/few-shot-prompting-tout-savoir\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Few-Shot Prompting : Affinez vos r\u00e9sultats d&#039;IA g\u00e9n\u00e9rative\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/few-shot-prompting-tout-savoir\" \/>\n<meta property=\"og:site_name\" content=\"Formation Data Science | DataScientest.com\" \/>\n<meta property=\"article:published_time\" content=\"2024-03-08T06:30:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-03-14T15:03:27+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Few-Shot-Prompting.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"686\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"J\u00e9r\u00e9my Robert\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"J\u00e9r\u00e9my Robert\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/few-shot-prompting-tout-savoir\",\"url\":\"https:\/\/datascientest.com\/few-shot-prompting-tout-savoir\",\"name\":\"Few-Shot Prompting : Affinez vos r\u00e9sultats d'IA g\u00e9n\u00e9rative\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/#website\"},\"datePublished\":\"2024-03-08T06:30:00+00:00\",\"dateModified\":\"2024-03-14T15:03:27+00:00\",\"author\":{\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925\"},\"description\":\"Optimisez les r\u00e9sultats g\u00e9n\u00e9r\u00e9s par l\u2019IA avec le Few-Shot Prompting. D\u00e9cryptage de l\u2019une des techniques de prompt engineering les plus populaires.\",\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/few-shot-prompting-tout-savoir\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/datascientest.com\/#website\",\"url\":\"https:\/\/datascientest.com\/\",\"name\":\"Formation Data Science | DataScientest.com\",\"description\":\"Leader de la formation en Data Science\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/datascientest.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925\",\"name\":\"J\u00e9r\u00e9my Robert\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/datascientest.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/jeremyrobert.jpeg\",\"contentUrl\":\"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/jeremyrobert.jpeg\",\"caption\":\"J\u00e9r\u00e9my Robert\"},\"description\":\"J\u00e9r\u00e9my Robert est actuellement Directeur p\u00e9dagogique B2B chez DataScientest.com. Avant de rejoindre DataScientest, il a travaill\u00e9 en tant que Consultant Business Intelligence chez DEAPDATA, o\u00f9 il a g\u00e9r\u00e9 des projets dans les domaines de l'assurance, bancaire et industrie. Il a \u00e9galement \u00e9t\u00e9 Co-fondateur et pr\u00e9sident de Tripzer. En tant que consultant ind\u00e9pendant, J\u00e9r\u00e9my a propos\u00e9 des formations sur MicroStrategy pour divers niveaux professionnels. Il est dipl\u00f4m\u00e9 de l'Universit\u00e9 Paris Cit\u00e9 avec un Master MIAGE, combinant comp\u00e9tences en informatique et gestion.\",\"sameAs\":[\"https:\/\/www.linkedin.com\/in\/jeremyrobert1\/\",\"Data Science\"],\"url\":\"https:\/\/datascientest.com\/author\/jeremyrobert\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Few-Shot Prompting : Affinez vos r\u00e9sultats d'IA g\u00e9n\u00e9rative","description":"Optimisez les r\u00e9sultats g\u00e9n\u00e9r\u00e9s par l\u2019IA avec le Few-Shot Prompting. D\u00e9cryptage de l\u2019une des techniques de prompt engineering les plus populaires.","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\/few-shot-prompting-tout-savoir","og_locale":"fr_FR","og_type":"article","og_title":"Few-Shot Prompting : Affinez vos r\u00e9sultats d'IA g\u00e9n\u00e9rative","og_url":"https:\/\/datascientest.com\/few-shot-prompting-tout-savoir","og_site_name":"Formation Data Science | DataScientest.com","article_published_time":"2024-03-08T06:30:00+00:00","article_modified_time":"2024-03-14T15:03:27+00:00","og_image":[{"width":1200,"height":686,"url":"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Few-Shot-Prompting.jpg","type":"image\/jpeg"}],"author":"J\u00e9r\u00e9my Robert","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"J\u00e9r\u00e9my Robert","Dur\u00e9e de lecture estim\u00e9e":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/datascientest.com\/few-shot-prompting-tout-savoir","url":"https:\/\/datascientest.com\/few-shot-prompting-tout-savoir","name":"Few-Shot Prompting : Affinez vos r\u00e9sultats d'IA g\u00e9n\u00e9rative","isPartOf":{"@id":"https:\/\/datascientest.com\/#website"},"datePublished":"2024-03-08T06:30:00+00:00","dateModified":"2024-03-14T15:03:27+00:00","author":{"@id":"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925"},"description":"Optimisez les r\u00e9sultats g\u00e9n\u00e9r\u00e9s par l\u2019IA avec le Few-Shot Prompting. D\u00e9cryptage de l\u2019une des techniques de prompt engineering les plus populaires.","inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/datascientest.com\/few-shot-prompting-tout-savoir"]}]},{"@type":"WebSite","@id":"https:\/\/datascientest.com\/#website","url":"https:\/\/datascientest.com\/","name":"Formation Data Science | DataScientest.com","description":"Leader de la formation en Data Science","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/datascientest.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"fr-FR"},{"@type":"Person","@id":"https:\/\/datascientest.com\/#\/schema\/person\/7af2361c48e24e79a8aa2360e6e74925","name":"J\u00e9r\u00e9my Robert","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/datascientest.com\/#\/schema\/person\/image\/","url":"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/jeremyrobert.jpeg","contentUrl":"https:\/\/datascientest.com\/wp-content\/uploads\/2023\/11\/jeremyrobert.jpeg","caption":"J\u00e9r\u00e9my Robert"},"description":"J\u00e9r\u00e9my Robert est actuellement Directeur p\u00e9dagogique B2B chez DataScientest.com. Avant de rejoindre DataScientest, il a travaill\u00e9 en tant que Consultant Business Intelligence chez DEAPDATA, o\u00f9 il a g\u00e9r\u00e9 des projets dans les domaines de l'assurance, bancaire et industrie. Il a \u00e9galement \u00e9t\u00e9 Co-fondateur et pr\u00e9sident de Tripzer. En tant que consultant ind\u00e9pendant, J\u00e9r\u00e9my a propos\u00e9 des formations sur MicroStrategy pour divers niveaux professionnels. Il est dipl\u00f4m\u00e9 de l'Universit\u00e9 Paris Cit\u00e9 avec un Master MIAGE, combinant comp\u00e9tences en informatique et gestion.","sameAs":["https:\/\/www.linkedin.com\/in\/jeremyrobert1\/","Data Science"],"url":"https:\/\/datascientest.com\/author\/jeremyrobert"}]}},"_links":{"self":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts\/229117"}],"collection":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/users\/78"}],"replies":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/comments?post=229117"}],"version-history":[{"count":0,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/posts\/229117\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/media\/229122"}],"wp:attachment":[{"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/media?parent=229117"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/categories?post=229117"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datascientest.com\/wp-json\/wp\/v2\/tags?post=229117"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}