{"id":38417,"date":"2024-11-04T20:38:02","date_gmt":"2024-11-04T20:38:02","guid":{"rendered":"https:\/\/www.inhand.com\/?p=38417"},"modified":"2024-11-05T02:52:15","modified_gmt":"2024-11-05T02:52:15","slug":"what-is-edge-ai","status":"publish","type":"post","link":"https:\/\/www.inhand.com\/fr\/support\/blogs\/what-is-edge-ai\/","title":{"rendered":"Qu&#039;est-ce que l&#039;IA Edge ?"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"38417\" class=\"elementor elementor-38417\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-302c3ff4 e-flex e-con-boxed e-con e-parent\" data-id=\"302c3ff4\" data-element_type=\"container\" data-settings=\"{&quot;container_type&quot;:&quot;flex&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6bf0ec05 e-con-full e-flex e-con e-child\" data-id=\"6bf0ec05\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d36dee4 elementor-widget elementor-widget-image\" data-id=\"d36dee4\" 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 - v3.17.0 - 01-11-2023 *\/\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 loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"171\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-1024x171.png\" class=\"attachment-large size-large wp-image-39103\" alt=\"Qu&#039;est-ce que Edge AI ?\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-1024x171.png 1024w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-300x50.png 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-768x128.png 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title-18x3.png 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/what-is-edge-ai_title.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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<div class=\"elementor-element elementor-element-6cffbfdb e-con-full e-flex e-con e-child\" data-id=\"6cffbfdb\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-61f94e5d elementor-widget elementor-widget-text-editor\" data-id=\"61f94e5d\" 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 - v3.17.0 - 01-11-2023 *\/\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>Avec la croissance rapide de l&#039;Internet des objets (IoT) et de l&#039;intelligence artificielle (IA), la demande de traitement des donn\u00e9es et la complexit\u00e9 de ces traitements ont consid\u00e9rablement augment\u00e9. Le cloud computing traditionnel est confront\u00e9 \u00e0 des limitations telles que la latence, les contraintes de bande passante et les pr\u00e9occupations en mati\u00e8re de confidentialit\u00e9, ce qui complique la satisfaction des besoins de traitement des donn\u00e9es en temps r\u00e9el. <strong>Edge AI<\/strong>\u2014 une technologie qui int\u00e8gre des algorithmes et des mod\u00e8les d&#039;IA directement aux appareils p\u00e9riph\u00e9riques \u2014 contribue \u00e0 r\u00e9soudre ces d\u00e9fis. Dans ce blog, nous explorerons ce qu&#039;est l&#039;IA p\u00e9riph\u00e9rique, les technologies cl\u00e9s qui la rendent possible, ses applications et ses avantages uniques.<\/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-43e4030 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"43e4030\" data-element_type=\"widget\" data-settings=\"{&quot;headings_by_tags&quot;:[&quot;h2&quot;],&quot;container&quot;:&quot;#alternative&quot;,&quot;exclude_headings_by_selector&quot;:[],&quot;marker_view&quot;:&quot;bullets&quot;,&quot;icon&quot;:{&quot;value&quot;:&quot;fas fa-circle&quot;,&quot;library&quot;:&quot;fa-solid&quot;,&quot;rendered_tag&quot;:&quot;&lt;svg class=\\&quot;e-font-icon-svg e-fas-circle\\&quot; viewBox=\\&quot;0 0 512 512\\&quot; xmlns=\\&quot;http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\&quot;&gt;&lt;path d=\\&quot;M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 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.elementor-toc__list-item{counter-increment:item}ol.elementor-toc__list-wrapper .elementor-toc__list-item-text-wrapper:before{content:counters(item,\".\") \". \"}<\/style>\t\t<div class=\"elementor-toc__header\">\n\t\t\t<div class=\"elementor-toc__header-title\">\n\t\t\t\tContenu de l'article\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__43e4030\" aria-expanded=\"true\" aria-label=\"Ouvrir la table des mati\u00e8res\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__43e4030\" aria-expanded=\"true\" aria-label=\"Fermer la table des mati\u00e8res\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/div>\n\t\t\t\t\t<\/div>\n\t\t<div id=\"elementor-toc__43e4030\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewbox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\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-bd0467d e-con-full e-flex e-con e-child\" data-id=\"bd0467d\" data-element_type=\"container\" id=\"alternative\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-665b96b elementor-widget elementor-widget-heading\" data-id=\"665b96b\" 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 - v3.17.0 - 01-11-2023 *\/\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-large\">Comprendre l&#039;IA Edge<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce573ad elementor-widget elementor-widget-text-editor\" data-id=\"ce573ad\" 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>L&#039;IA Edge consiste \u00e0 ex\u00e9cuter des algorithmes d&#039;IA directement sur les appareils p\u00e9riph\u00e9riques, permettant ainsi un traitement des donn\u00e9es \u00e0 proximit\u00e9 de leur source plut\u00f4t que de d\u00e9pendre uniquement du cloud. Cette approche pr\u00e9sente plusieurs avantages, notamment une latence r\u00e9duite, une confidentialit\u00e9 des donn\u00e9es renforc\u00e9e et une efficacit\u00e9 accrue. Ces fonctionnalit\u00e9s font de l&#039;IA Edge un outil id\u00e9al pour des applications dans des domaines tels que la fabrication intelligente, la conduite autonome et l&#039;IoT.<\/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-a2c5075 elementor-widget elementor-widget-image\" data-id=\"a2c5075\" 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 loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"604\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-1024x604.png\" class=\"attachment-large size-large wp-image-39092\" alt=\"Edge AI\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-1024x604.png 1024w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-300x177.png 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-768x453.png 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-18x12.png 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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-afa9eae elementor-widget elementor-widget-heading\" data-id=\"afa9eae\" 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-large\">Technologies cl\u00e9s de l&#039;IA Edge<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a172f0 elementor-widget elementor-widget-text-editor\" data-id=\"5a172f0\" 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>L&#039;IA Edge s&#039;appuie sur plusieurs technologies essentielles pour assurer l&#039;efficacit\u00e9 et la fiabilit\u00e9 du traitement des donn\u00e9es locales. Voici quelques-uns de ses composants essentiels\u00a0:<\/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-f584de1 elementor-widget elementor-widget-heading\" data-id=\"f584de1\" 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-medium\">1. Acc\u00e9l\u00e9ration mat\u00e9rielle<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd3c473 elementor-widget elementor-widget-text-editor\" data-id=\"cd3c473\" 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>L&#039;IA Edge n\u00e9cessite une puissance de calcul importante, souvent obtenue gr\u00e2ce \u00e0 des composants mat\u00e9riels sp\u00e9cialis\u00e9s con\u00e7us pour les t\u00e2ches d&#039;IA\u00a0:<\/p><ul><li><strong>Circuits int\u00e9gr\u00e9s sp\u00e9cifiques \u00e0 une application (ASIC)<\/strong>:Con\u00e7us sp\u00e9cifiquement pour les fonctions d&#039;IA, les ASIC offrent des performances \u00e9lev\u00e9es tout en consommant moins d&#039;\u00e9nergie.<\/li><li><strong>Unit\u00e9s de traitement graphique (GPU)<\/strong>:Connus pour leur capacit\u00e9 \u00e0 traiter des donn\u00e9es en parall\u00e8le, les GPU sont particuli\u00e8rement adapt\u00e9s \u00e0 la gestion de t\u00e2ches d&#039;IA complexes, comme les r\u00e9seaux neuronaux.<\/li><li><strong>R\u00e9seaux de portes programmables par l&#039;utilisateur (FPGA)<\/strong>: Hautement adaptables, les FPGA peuvent \u00eatre personnalis\u00e9s pour des mod\u00e8les d&#039;IA sp\u00e9cifiques, ce qui les rend pr\u00e9cieux dans les syst\u00e8mes d&#039;IA de pointe.<\/li><li><strong>Unit\u00e9s de traitement neuronal (NPU)<\/strong>:Con\u00e7us sp\u00e9cifiquement pour les r\u00e9seaux neuronaux, les NPU sont tr\u00e8s efficaces pour les calculs d&#039;IA parall\u00e8les.<\/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-f29ba53 elementor-widget elementor-widget-heading\" data-id=\"f29ba53\" 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-medium\">2. Optimisation et compression du mod\u00e8le<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11f5c44 elementor-widget elementor-widget-text-editor\" data-id=\"11f5c44\" 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>Les appareils Edge ont souvent une capacit\u00e9 de stockage et de traitement limit\u00e9e, les mod\u00e8les d&#039;IA doivent donc \u00eatre optimis\u00e9s pour fonctionner correctement\u00a0:<\/p><ul><li><strong>Quantification du mod\u00e8le<\/strong>: Convertit les grands param\u00e8tres de mod\u00e8le en formats plus petits pour r\u00e9duire la charge de calcul.<\/li><li><strong>\u00c9lagage du mod\u00e8le<\/strong>:\u00c9limine les connexions sans importance dans un r\u00e9seau neuronal, r\u00e9duisant sa taille sans sacrifier la pr\u00e9cision.<\/li><li><strong>Distillation des connaissances<\/strong>:Implique la formation d&#039;un mod\u00e8le plus petit pour reproduire la sortie d&#039;un mod\u00e8le plus grand, \u00e9conomisant ainsi des ressources tout en maintenant l&#039;efficacit\u00e9.<\/li><li><strong>Sparsification du mod\u00e8le<\/strong>:R\u00e9duit le nombre de param\u00e8tres dans un mod\u00e8le, am\u00e9liorant ainsi l&#039;efficacit\u00e9 du calcul.<\/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-20fa328 elementor-widget elementor-widget-heading\" data-id=\"20fa328\" 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-medium\">3. Architecture informatique de pointe<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4275ccb elementor-widget elementor-widget-text-editor\" data-id=\"4275ccb\" 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>Le traitement et l&#039;analyse des donn\u00e9es sur l&#039;appareil lui-m\u00eame n\u00e9cessitent une architecture sp\u00e9cifique con\u00e7ue pour des performances en temps r\u00e9el :<\/p><ul><li><strong>Architecture de p\u00e9riph\u00e9riques distribu\u00e9s<\/strong>:Les n\u0153uds Edge peuvent fonctionner de mani\u00e8re ind\u00e9pendante, chacun collectant et traitant les donn\u00e9es selon les besoins, en particulier dans les r\u00e9seaux IoT.<\/li><li><strong>Collaboration Edge-Cloud<\/strong>:Alors que certaines t\u00e2ches sont g\u00e9r\u00e9es localement, d\u2019autres, comme la formation de mod\u00e8les de grande taille, sont effectu\u00e9es dans le cloud, ce qui permet d\u2019atteindre un \u00e9quilibre entre performances et latence.<\/li><li><strong>Dispositifs p\u00e9riph\u00e9riques interconnect\u00e9s<\/strong>:Les appareils Edge peuvent communiquer directement, prenant en charge des applications en temps r\u00e9el telles que la conduite autonome et les usines intelligentes.<\/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-dd4874a elementor-widget elementor-widget-heading\" data-id=\"dd4874a\" 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-medium\">4. Syst\u00e8mes d&#039;exploitation en temps r\u00e9el (RTOS)<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-80890a6 elementor-widget elementor-widget-text-editor\" data-id=\"80890a6\" 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>Les applications d&#039;IA Edge n\u00e9cessitent souvent des r\u00e9ponses imm\u00e9diates, c&#039;est pourquoi les syst\u00e8mes d&#039;exploitation en temps r\u00e9el sont essentiels pour g\u00e9rer les t\u00e2ches urgentes :<\/p><ul><li><strong>Syst\u00e8mes d&#039;exploitation l\u00e9gers<\/strong>:Les syst\u00e8mes comme FreeRTOS et VxWorks sont con\u00e7us pour les syst\u00e8mes embarqu\u00e9s, garantissant des temps de r\u00e9ponse rapides m\u00eame sur du mat\u00e9riel \u00e0 faible consommation.<\/li><li><strong>Conteneurisation et virtualisation<\/strong>:Des outils tels que les conteneurs Docker et les machines virtuelles rendent les mod\u00e8les d\u2019IA plus portables et simplifient les processus de d\u00e9ploiement et de mise \u00e0 jour.<\/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-e3dadd4 elementor-widget elementor-widget-heading\" data-id=\"e3dadd4\" 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-medium\">5. S\u00e9curit\u00e9 des appareils Edge<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae236a7 elementor-widget elementor-widget-text-editor\" data-id=\"ae236a7\" 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>\u00c9tant donn\u00e9 que les appareils p\u00e9riph\u00e9riques interagissent souvent directement avec les utilisateurs et l\u2019environnement physique, la s\u00e9curit\u00e9 et la confidentialit\u00e9 sont essentielles :<\/p><ul><li><strong>Cryptage des donn\u00e9es<\/strong>:Prot\u00e8ge les informations sensibles pendant le stockage et la transmission.<\/li><li><strong>Amor\u00e7age s\u00e9curis\u00e9<\/strong>: Garantit que seuls les logiciels et micrologiciels v\u00e9rifi\u00e9s sont autoris\u00e9s \u00e0 s&#039;ex\u00e9cuter sur l&#039;appareil.<\/li><li><strong>Authentification et autorisation des appareils<\/strong>:Valide les appareils et emp\u00eache tout acc\u00e8s non autoris\u00e9.<\/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-5d844c1 elementor-widget elementor-widget-heading\" data-id=\"5d844c1\" 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-medium\">6. Communication r\u00e9seau et optimisation du protocole<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63b322b elementor-widget elementor-widget-text-editor\" data-id=\"63b322b\" 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>Fonctionnant \u00e0 distance, les appareils p\u00e9riph\u00e9riques s&#039;appuient souvent sur des r\u00e9seaux sans fil. Des protocoles efficaces aident donc \u00e0 g\u00e9rer l&#039;\u00e9change de donn\u00e9es\u00a0:<\/p><ul><li><strong>R\u00e9seaux \u00e9tendus \u00e0 faible consommation d&#039;\u00e9nergie (LPWAN)<\/strong>:Des protocoles comme LoRa et NB-IoT prennent en charge la transmission \u00e0 faible consommation d&#039;\u00e9nergie sur de longues distances.<\/li><li><strong>Technologie 5G<\/strong>: Fournit une connectivit\u00e9 haut d\u00e9bit et \u00e0 faible latence adapt\u00e9e aux applications exigeantes telles que la conduite autonome et les soins de sant\u00e9 \u00e0 distance.<\/li><li><strong>Protocoles sp\u00e9cifiques aux p\u00e9riph\u00e9riques<\/strong>:MQTT et CoAP sont con\u00e7us pour un transfert de donn\u00e9es rapide et efficace dans les environnements p\u00e9riph\u00e9riques.<\/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-92e840a elementor-widget elementor-widget-heading\" data-id=\"92e840a\" 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-medium\">7. Informatique h\u00e9t\u00e9rog\u00e8ne<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d55a7b2 elementor-widget elementor-widget-text-editor\" data-id=\"d55a7b2\" 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>De nombreux p\u00e9riph\u00e9riques Edge int\u00e8grent diff\u00e9rents types de processeurs, tels que des CPU, des GPU, des NPU et des FPGA, chacun adapt\u00e9 \u00e0 des t\u00e2ches sp\u00e9cifiques. Cette approche, appel\u00e9e calcul h\u00e9t\u00e9rog\u00e8ne, maximise les capacit\u00e9s de chaque type de processeur\u00a0:<\/p><ul><li><strong>R\u00e9partition des t\u00e2ches<\/strong>: Distribue les t\u00e2ches au processeur le plus adapt\u00e9 aux besoins. Par exemple, des t\u00e2ches simples peuvent \u00eatre ex\u00e9cut\u00e9es sur un processeur, tandis que des mod\u00e8les d&#039;IA complexes sont trait\u00e9s sur un processeur graphique.<\/li><li><strong>Informatique collaborative<\/strong>: Plusieurs appareils p\u00e9riph\u00e9riques peuvent fonctionner ensemble sur un r\u00e9seau, ex\u00e9cutant diverses t\u00e2ches simultan\u00e9ment pour acc\u00e9l\u00e9rer le traitement de l&#039;IA.<\/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-a314b31 elementor-widget elementor-widget-heading\" data-id=\"a314b31\" 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-medium\">8. Formation de mod\u00e8les d&#039;IA localis\u00e9s<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d89c8f9 elementor-widget elementor-widget-text-editor\" data-id=\"d89c8f9\" 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>Bien que les appareils p\u00e9riph\u00e9riques soient g\u00e9n\u00e9ralement utilis\u00e9s pour l&#039;inf\u00e9rence, certaines avanc\u00e9es permettent la formation de mod\u00e8les locaux, en adaptant les mod\u00e8les d&#039;IA en temps r\u00e9el \u00e0 des environnements sp\u00e9cifiques sans avoir besoin d&#039;envoyer des donn\u00e9es vers le cloud\u00a0:<\/p><ul><li><strong>Apprentissage f\u00e9d\u00e9r\u00e9<\/strong>: Plusieurs appareils p\u00e9riph\u00e9riques entra\u00eenent des mod\u00e8les d&#039;IA de mani\u00e8re collaborative sans partager de donn\u00e9es, prot\u00e9geant ainsi la confidentialit\u00e9.<\/li><li><strong>Apprentissage progressif<\/strong>:Les mod\u00e8les sont mis \u00e0 jour progressivement sur les appareils p\u00e9riph\u00e9riques pour s&#039;adapter aux environnements changeants, utiles pour des applications telles que la surveillance en temps r\u00e9el.<\/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-cd70056 elementor-widget elementor-widget-heading\" data-id=\"cd70056\" 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-large\">Applications de l&#039;IA Edge<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc18384 elementor-widget elementor-widget-image\" data-id=\"fc18384\" 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 loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"604\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-1024x604.png\" class=\"attachment-large size-large wp-image-39120\" alt=\"Applications de l&#039;IA Edge\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-1024x604.png 1024w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-300x177.png 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-768x453.png 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications-18x12.png 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/edge-ai-applications.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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-6b1016f elementor-widget elementor-widget-text-editor\" data-id=\"6b1016f\" 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>L&#039;IA Edge a des utilisations pratiques dans divers domaines, rapprochant la prise de d\u00e9cision intelligente de la source des donn\u00e9es :<\/p><ul><li><strong>Fabrication intelligente<\/strong>Dans les usines automatis\u00e9es, l&#039;IA de pointe optimise les lignes de production, am\u00e9liorant ainsi l&#039;efficacit\u00e9 et la qualit\u00e9 des produits. Par exemple, elle peut surveiller les robots sur la ligne de production et effectuer des ajustements en temps r\u00e9el pour maintenir une production constante.<\/li><li><strong>Transport intelligent<\/strong>Dans les syst\u00e8mes de transport, l&#039;IA de pointe analyse le trafic en temps r\u00e9el pour contr\u00f4ler les feux, r\u00e9duire les embouteillages et am\u00e9liorer la s\u00e9curit\u00e9 routi\u00e8re. Dans les v\u00e9hicules, les dispositifs de pointe permettent une communication directe entre les v\u00e9hicules, am\u00e9liorant ainsi la fiabilit\u00e9 de la conduite autonome.<\/li><li><strong>soins de sant\u00e9<\/strong>L&#039;IA de pointe dans le secteur de la sant\u00e9 permet de surveiller et d&#039;analyser en temps r\u00e9el les donn\u00e9es des patients. Par exemple, des appareils portables dot\u00e9s d&#039;algorithmes d&#039;IA peuvent surveiller les signes vitaux comme le rythme cardiaque et la tension art\u00e9rielle, et \u00e9mettre des alertes en cas de d\u00e9tection d&#039;anomalies.<\/li><li><strong>Surveillance et maintenance des \u00e9quipements industriels<\/strong>L&#039;IA Edge permet de surveiller les \u00e9quipements industriels et d&#039;identifier les probl\u00e8mes potentiels avant qu&#039;ils ne se produisent. L&#039;analyse des donn\u00e9es historiques permet \u00e9galement d&#039;optimiser les programmes de maintenance et de prolonger la dur\u00e9e de vie des machines.<\/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-dff4a40 elementor-widget elementor-widget-heading\" data-id=\"dff4a40\" 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-large\">Avantages de l&#039;IA Edge<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17bceab elementor-widget elementor-widget-text-editor\" data-id=\"17bceab\" 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>Edge AI offre une gamme d&#039;avantages qui le rendent parfaitement adapt\u00e9 aux applications modernes\u00a0:<\/p><ul><li><strong>Faible latence<\/strong>:Le traitement des donn\u00e9es sur l&#039;appareil lui-m\u00eame signifie des temps de r\u00e9ponse plus rapides, ce qui est crucial pour les applications en temps r\u00e9el.<\/li><li><strong>Utilisation efficace de la bande passante<\/strong>:En traitant et en filtrant les donn\u00e9es localement, l&#039;IA de pointe r\u00e9duit la quantit\u00e9 de donn\u00e9es envoy\u00e9es sur le r\u00e9seau, \u00e9conomisant ainsi de la bande passante et r\u00e9duisant les co\u00fbts de transmission.<\/li><li><strong>Confidentialit\u00e9 des donn\u00e9es am\u00e9lior\u00e9e<\/strong>:Le traitement local des donn\u00e9es minimise le besoin d\u2019envoyer des donn\u00e9es hors site, contribuant ainsi \u00e0 prot\u00e9ger la confidentialit\u00e9 des utilisateurs.<\/li><li><strong>\u00c9volutivit\u00e9 et flexibilit\u00e9<\/strong>:Les syst\u00e8mes d&#039;IA Edge sont adaptables, capables d&#039;\u00e9voluer vers le haut ou vers le bas en fonction de la demande, ce qui est essentiel dans des environnements divers.<\/li><li><strong>Fiabilit\u00e9 et autonomie<\/strong>:Les appareils Edge peuvent continuer \u00e0 fonctionner m\u00eame sans connexion Internet, garantissant ainsi un fonctionnement continu des t\u00e2ches critiques.<\/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-1fdbcce elementor-widget elementor-widget-heading\" data-id=\"1fdbcce\" 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-large\">Conclusion\u00a0: L\u2019avenir de l\u2019IA Edge<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69b79c2 elementor-widget elementor-widget-text-editor\" data-id=\"69b79c2\" 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>L&#039;IA Edge transforme la fa\u00e7on dont les industries exploitent l&#039;IA, en rapprochant le traitement de la source des donn\u00e9es, en r\u00e9duisant la latence et en permettant une prise de d\u00e9cision en temps r\u00e9el. Des usines aux v\u00e9hicules autonomes, l&#039;IA Edge aide les industries \u00e0 devenir plus intelligentes et plus connect\u00e9es. \u00c0 mesure que des entreprises comme InHand Networks continuent d&#039;innover, l&#039;IA Edge jouera un r\u00f4le encore plus important dans le fonctionnement futur des entreprises.<\/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-4e55453 elementor-widget elementor-widget-ucaddon_card_carousel\" data-id=\"4e55453\" data-element_type=\"widget\" data-widget_type=\"ucaddon_card_carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n<!-- start Card Carousel -->\n\t\t<link id='font-awesome-css' href='https:\/\/www.inhand.com\/wp-content\/plugins\/unlimited-elements-for-elementor-premium\/assets_libraries\/font-awesome6\/fontawesome-all.min.css' type='text\/css' rel='stylesheet' >\n\t\t<link id='font-awesome-4-shim-css' href='https:\/\/www.inhand.com\/wp-content\/plugins\/unlimited-elements-for-elementor-premium\/assets_libraries\/font-awesome6\/fontawesome-v4-shims.min.css' type='text\/css' rel='stylesheet' >\n\t\t<link id='owl-carousel-css' href='https:\/\/www.inhand.com\/wp-content\/plugins\/unlimited-elements-for-elementor-premium\/assets_libraries\/owl-carousel-new\/assets\/owl.carousel.css' type='text\/css' rel='stylesheet' >\n\t\t<link id='uc_ac_assets_file_animate_css_77907-css' href='https:\/\/www.inhand.com\/wp-content\/uploads\/ac_assets\/uc_classic_carousel\/animate.css' type='text\/css' rel='stylesheet' >\n\n<style>\/* widget: Card Carousel *\/\n\n#uc_card_carousel_elementor_4e55453-wrapper{\n  min-height:1px;\n}\n\n#uc_card_carousel_elementor_4e55453 *{\n\t-webkit-box-sizing: border-box;\n\t-moz-box-sizing: border-box;\n\tbox-sizing: border-box;\n}\n\n#uc_card_carousel_elementor_4e55453 .ue-carousel-item{\n  overflow:hidden;\n  transition:0.3s;\n}\n\n#uc_card_carousel_elementor_4e55453 .uc_classic_carousel_container_holder{\n\tdisplay:block;\n\tposition:relative;\n\twidth:100%;\n    box-sizing: border-box;\n}\n#uc_card_carousel_elementor_4e55453 .uc_classic_carousel_placeholder{\n   position:relative;\n}\n\n\n#uc_card_carousel_elementor_4e55453 .uc_classic_carousel_placeholder img, #uc_card_carousel_elementor_4e55453 .ue_card_carousel_image_overlay{\n  transition: all 300ms;\n}\n\n.card_carousel_title{\n\tfont-size:21px;\n}\n\n.uc_classic_carousel .uc_classic_carousel_border{\n\tdisplay:block;\n    margin:0 auto;\n}\n\n.uc_classic_carousel  .uc_classic_carousel_placeholder img{\n\twidth:100%;    \n    display:inline-flex;\n}\n\n.uc_classic_carousel .uc_classic_carousel_content{\n  display: flex;\n  flex-flow: column nowrap;\n}\n\n.uc_classic_carousel .ue_button{\n  margin-top:auto;\n}\n\n.uc_classic_carousel .uc_classic_carousel_content .uc_more_btn {\n\tdisplay:inline-block;\n\ttext-decoration:none;\n\ttransition: all 0.5s ease;\n}\n\n#uc_card_carousel_elementor_4e55453 .owl-dots {\n  overflow:hidden;\n  text-align:center;\n}\n\n#uc_card_carousel_elementor_4e55453 .owl-dot {\n  border-radius:50%;\n  display:inline-block;\n}\n\n#uc_card_carousel_elementor_4e55453 .owl-nav .owl-prev,\n#uc_card_carousel_elementor_4e55453 .owl-nav .owl-next{\n    position:absolute;\n    display:flex;\n  \tjustify-content: center;\n  \talign-items: center;\n    text-align:center;\n}\n\n#uc_card_carousel_elementor_4e55453 .owl-nav .disabled{\n    display: none;  \n}\n\n\n#uc_card_carousel_elementor_4e55453 .ue-item-icon{\n  line-height:1em;\n  display:inline-flex;\n  justify-content:center;\n  align-items:center;  \n}\n\n#uc_card_carousel_elementor_4e55453 .ue-item-icon svg{\n  height:1em;\n  width:1em;\n}\n\n#uc_card_carousel_elementor_4e55453 .ue-item-icon-wrapper{\n  display:flex;\n}\n\n#uc_card_carousel_elementor_4e55453 .uc_classic_carousel_container_holder {\n\t max-width: ;\n}\n\n\n\n@media screen and (max-width: 1024px) {\n  #uc_card_carousel_elementor_4e55453 .uc_classic_carousel_container_holder {\n\t max-width: ;\n  }\n}\n\n@media screen and (max-width: 767px) {\n  #uc_card_carousel_elementor_4e55453 .uc_classic_carousel_container_holder {\n    max-width: ;\n  }\n}\n\n<\/style>\n\n<div class=\"uc_classic_carousel\" id=\"uc_card_carousel_elementor_4e55453-wrapper\">\n        <div class=\"uc_carousel owl-carousel uc-items-wrapper\" id=\"uc_card_carousel_elementor_4e55453\"  >\n          \t\n\n\n<div id=\"uc_card_carousel_elementor_4e55453_item1\" class=\"uc_classic_carousel_container_holder ue-item elementor-repeater-item-0260550\" data-hide-item=\"false\">  \n  <div class=\"ue-carousel-item\">\n    \n    <span class=\"uc_classic_carousel_border\" style=\"\"><\/span>    \n    \n          <div class=\"uc_classic_carousel_placeholder\">\n        <a href=\"https:\/\/www.inhand.com\/fr\/products\/ai-edge-computers\/\" title=\"En savoir plus\" >          <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2024\/11\/ec942-ai-edge-computer.png\"  alt=\"EC942 AI Edge Computer\" width=\"768\" height=\"768\">\n        <\/a>              <\/div>\n    \n    <div class=\"uc_classic_carousel_content\" style=\"direction:ltr;\">    \n\n      \n          <div  class=\"card_carousel_title\">Ordinateur d'IA Edge<\/div>\n        <p class=\"card_carousel_text\"><\/p>      \t\n\n              <div class=\"ue_button\">\n          <a class=\"uc_more_btn\" href=\"https:\/\/www.inhand.com\/fr\/products\/ai-edge-computers\/\" title=\"En savoir plus\" >En savoir plus<\/a>\n      \t<\/div>   \n      \t\n      \n    <\/div>\n    \n  <\/div>\n<\/div>\n\n      <\/div>\n<\/div>\n<!-- end Card Carousel -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4dc21528 e-flex e-con-boxed e-con e-child\" data-id=\"4dc21528\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;container_type&quot;:&quot;flex&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c7efff0 e-con-full e-flex e-con e-child\" data-id=\"5c7efff0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4ac4d1fd e-con-full e-flex e-con e-child\" data-id=\"4ac4d1fd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-687edd4e e-con-full e-flex e-con e-child\" data-id=\"687edd4e\" data-element_type=\"container\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_offset&quot;:112,&quot;content_width&quot;:&quot;full&quot;,&quot;sticky_offset_tablet&quot;:0,&quot;sticky_offset_mobile&quot;:0,&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;container_type&quot;:&quot;flex&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_effects_offset&quot;:0}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64684b14 elementor-widget elementor-widget-heading\" data-id=\"64684b14\" 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\">Blogs Associ\u00e9s<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a756fb elementor-widget elementor-widget-ha-post-list happy-addon ha-post-list\" data-id=\"7a756fb\" data-element_type=\"widget\" data-widget_type=\"ha-post-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t<div class=\"ha-post-list-wrapper\">\n\t\t\t\t<ul class=\"ha-post-list\" >\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"ha-post-list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/5g-fwa-vs-5g-odu\/\">\n\t\t\t\t\t\t\t\t<span class=\"ha-post-list-icon\"><i aria-hidden=\"true\" class=\"hm hm-tb-post-content\"><\/i><\/span>\t\t\t\t\t\t\t\t<div class=\"ha-post-list-content\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"ha-post-list-title\">5G FWA vs. 5G ODU, lequel choisir ?<\/h2>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"ha-post-list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/differences-in-wireless-communication-technologies\/\">\n\t\t\t\t\t\t\t\t<span class=\"ha-post-list-icon\"><i aria-hidden=\"true\" class=\"hm hm-tb-post-content\"><\/i><\/span>\t\t\t\t\t\t\t\t<div class=\"ha-post-list-content\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"ha-post-list-title\">Quelles sont les diff\u00e9rences entre les technologies des r\u00e9seaux de communication sans fil ?<\/h2>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li class=\"ha-post-list-item\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/fiber-optic-connector-vs-ethernet-port\/\">\n\t\t\t\t\t\t\t\t<span class=\"ha-post-list-icon\"><i aria-hidden=\"true\" class=\"hm hm-tb-post-content\"><\/i><\/span>\t\t\t\t\t\t\t\t<div class=\"ha-post-list-content\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"ha-post-list-title\">Connecteur \u00e0 fibre optique ou port Ethernet : quelle est la diff\u00e9rence ?<\/h2>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t<\/div>\n\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-c789fc8 e-con-full e-flex e-con e-child\" data-id=\"c789fc8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;container_type&quot;:&quot;flex&quot;}\">\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-450778a1 e-flex e-con-boxed e-con e-parent\" data-id=\"450778a1\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;container_type&quot;:&quot;flex&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7ef50058 elementor-widget elementor-widget-ucaddon_uc_card_post_carousel\" data-id=\"7ef50058\" data-element_type=\"widget\" data-widget_type=\"ucaddon_uc_card_post_carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n<!-- start Post Carousel Lite -->\n\n<style>\/* widget: Post Carousel Lite *\/\n\n#uc_uc_card_post_carousel_elementor_7ef50058 *{\n  box-sizing:border-box;\n}\n#uc_uc_card_post_carousel_elementor_7ef50058{\n  position:relative;\n  min-height:1px;\n}\n#uc_uc_card_post_carousel_elementor_7ef50058 .uc_image_carousel_content{\n\ttext-align:center;\n    display: flex;\n     flex-flow: column nowrap;\n}\n#uc_uc_card_post_carousel_elementor_7ef50058 .ue_post_carousel_item\n{\n  overflow:hidden;\n  \n}\n\n#uc_uc_card_post_carousel_elementor_7ef50058 .ue_post_btn_holder\n{\n  margin-top:auto;\n}\n\n#uc_uc_card_post_carousel_elementor_7ef50058 .uc_more_btn{\n\n  display:inline-block;\n  text-align:center;\n  text-decoration:none;\n} \n\n.uc_overlay_image_carousel .uc_more_btn{\n  text-decoration:none;\n  display:inline-block;\n}\n\n.uc_overlay_image_carousel .uc_post_title{\n  font-size:21px;\n  text-decoration:none;\n}\n\n#uc_uc_card_post_carousel_elementor_7ef50058 .owl-nav .owl-prev{\n    position:absolute;\n    display:inline-block;\n    text-align:center;\n}\n#uc_uc_card_post_carousel_elementor_7ef50058 .owl-nav .owl-next{\n  position:absolute;\n  display:inline-block;\n  text-align:center;\n}\n\n\n#uc_uc_card_post_carousel_elementor_7ef50058 .owl-dots {\noverflow:hidden;\ndisplay:false !important;\ntext-align:center;\n}\n\n#uc_uc_card_post_carousel_elementor_7ef50058 .owl-dot {\nborder-radius:50%;\ndisplay:inline-block;\n}\n\n<\/style>\n\n<div class=\"uc_overlay_image_carousel\" id=\"uc_uc_card_post_carousel_elementor_7ef50058\" data-custom-sethtml=\"true\" >\n   <div class=\"uc_carousel owl-carousel owl-theme uc-items-wrapper\">\n   \t\t<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item1\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/new-5g-router-cr602-helps-coffee-shops-improve-connectivity-and-business-internet-reliability\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/\u5c01\u9762-2-768x563.png); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/new-5g-router-cr602-helps-coffee-shops-improve-connectivity-and-business-internet-reliability\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Le nouveau routeur 5G CR602 aide les caf\u00e9s \u00e0 am\u00e9liorer leur connectivit\u00e9 et la fiabilit\u00e9 de leur connexion Internet professionnelle.<\/div><\/a>    <div class=\"ue_post_intro\">Assurez une connexion internet professionnelle fiable \u00e0 votre caf\u00e9 gr\u00e2ce au routeur 5G CR602. Con\u00e7u pour \u00e9viter les interruptions de service\u2026<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/new-5g-router-cr602-helps-coffee-shops-improve-connectivity-and-business-internet-reliability\/\">En savoir plus \u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item2\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/clawdbot-edge-deployment-guide\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/OpenClaw-banner-768x563.png); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/clawdbot-edge-deployment-guide\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Adieu Mac mini \u00ab\u00a0Toujours allum\u00e9\u00a0\u00bb\u00a0! 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Cet article...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/making-automated-production-lines-truly-controllable-and-visible\/\">En savoir plus \u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item4\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/ai-construction-safety-edge-decision\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/EC5550_notitle-768x563.jpg); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/ai-construction-safety-edge-decision\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Comment l&#039;IA r\u00e9invente la gestion de la s\u00e9curit\u00e9 sur les grands chantiers de construction gr\u00e2ce \u00e0 la prise de d\u00e9cision sur site<\/div><\/a>    <div class=\"ue_post_intro\">L&#039;intelligence artificielle embarqu\u00e9e permet une surveillance de la s\u00e9curit\u00e9 en temps r\u00e9el et hors ligne sur les chantiers. Elle d\u00e9tecte instantan\u00e9ment les EPI\u2026<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/ai-construction-safety-edge-decision\/\">En savoir plus \u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item5\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/from-sampling-to-100-percent-ai-inspection\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/EC5550-768x563.jpg); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/from-sampling-to-100-percent-ai-inspection\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">De l&#039;\u00e9chantillonnage \u00e0 l&#039;inspection IA 100%<\/div><\/a>    <div class=\"ue_post_intro\">L&#039;agr\u00e9gation des op\u00e9rateurs 5G expliqu\u00e9e : d\u00e9bloquez une connectivit\u00e9 ultra-rapide et r\u00e9siliente avec le prochain business FWA12...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/from-sampling-to-100-percent-ai-inspection\/\">En savoir plus \u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item6\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/what-is-carrier-aggregation\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/carrier-aggregation-768x563.jpg); 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D\u00e9couvrez comment InHand\u2026<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/traffic-shaping-for-network-management\/\">En savoir plus \u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item10\" class=\"uc_image_carousel_container_holder ue_post_carousel_item ue-Blogs\">\n  <div class=\"uc_image_carousel_placeholder\">\n    <a href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/deploying-aws-iot-sitewise-on-ec942-edge-computer\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/deploy-aws-iot-sitewise-on-ec942-edge-computer-768x499.jpg); background-size:cover; background-position:center; height:200px;\"><\/div><\/a>\n  <\/div>\n\n  <div class=\"uc_image_carousel_content\" >\n                <a href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/deploying-aws-iot-sitewise-on-ec942-edge-computer\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">D\u00e9ploiement d'AWS IoT SiteWise sur l'InHand EC942 pour l'analyse des donn\u00e9es industrielles<\/div><\/a>    <div class=\"ue_post_intro\">D\u00e9ployez AWS IoT SiteWise sur l'EC942 pour obtenir des informations sur les donn\u00e9es industrielles en temps r\u00e9el avec...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/fr\/support\/blogs\/deploying-aws-iot-sitewise-on-ec942-edge-computer\/\">En savoir plus \u2192<\/a><\/div>  <\/div>\n<\/div>\n\n   <\/div>\t\n<\/div>\n\n<!-- --->\n<!-- --->\n<!-- --->\n<!-- end Post Carousel Lite -->\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>","protected":false},"excerpt":{"rendered":"<p>D\u00e9couvrez ce qu'est l'IA p\u00e9riph\u00e9rique, les technologies cl\u00e9s impliqu\u00e9es dans l'IA p\u00e9riph\u00e9rique, comment elle contribue \u00e0 stimuler la productivit\u00e9 et les sc\u00e9narios d'utilisation typiques.<\/p>","protected":false},"author":1,"featured_media":39092,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[126],"tags":[],"class_list":["post-38417","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blogs"],"blocksy_meta":"","acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v23.1 (Yoast SEO v23.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What Is Edge AI? 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