{"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\/es\/support\/blogs\/what-is-edge-ai\/","title":{"rendered":"\u00bfQu\u00e9 es Edge AI?"},"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=\"\u00bfQu\u00e9 es 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>Con el r\u00e1pido crecimiento del Internet de las Cosas (IoT) y la Inteligencia Artificial (IA), la demanda de procesamiento de datos y la complejidad que conlleva han aumentado considerablemente. La computaci\u00f3n en la nube tradicional se enfrenta a limitaciones como la latencia, las restricciones de ancho de banda y los problemas de privacidad, lo que dificulta satisfacer las necesidades de procesamiento de datos en tiempo real. <strong>Inteligencia Artificial Edge<\/strong>-una tecnolog\u00eda que lleva los algoritmos y modelos de IA directamente a los dispositivos perif\u00e9ricos- ayuda a resolver estos retos. En este blog exploraremos qu\u00e9 es la IA Edge, las tecnolog\u00edas b\u00e1sicas que la hacen posible, sus aplicaciones y sus ventajas \u00fanicas.<\/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\tContenido del art\u00edculo\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=\"Abrir la tabla de contenidos\"><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=\"Cerrar la tabla de contenidos\"><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\">Comprender la 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>La IA perif\u00e9rica consiste en ejecutar algoritmos de IA directamente en los dispositivos perif\u00e9ricos, lo que permite procesar los datos cerca de su origen en lugar de depender \u00fanicamente de la nube. Este enfoque tiene varias ventajas, como la reducci\u00f3n de la latencia, la mejora de la privacidad de los datos y una mayor eficiencia. Estas caracter\u00edsticas hacen que Edge AI sea ideal para aplicaciones en \u00e1reas como la fabricaci\u00f3n inteligente, la conducci\u00f3n aut\u00f3noma y el 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=\"Inteligencia Artificial Edge\" 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\">Tecnolog\u00edas clave en Edge AI<\/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>La IA Edge se basa en varias tecnolog\u00edas cr\u00edticas para que el procesamiento local de datos sea eficiente y fiable. He aqu\u00ed algunos de los componentes esenciales:<\/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. Aceleraci\u00f3n por hardware<\/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>La IA Edge requiere una gran potencia de c\u00e1lculo, que a menudo se consigue mediante componentes de hardware especializados dise\u00f1ados para tareas de IA:<\/p><ul><li><strong>Circuitos integrados para aplicaciones espec\u00edficas (ASIC)<\/strong>: Dise\u00f1ados espec\u00edficamente para funciones de IA, los ASIC ofrecen un alto rendimiento con un menor consumo de energ\u00eda.<\/li><li><strong>Unidades de procesamiento gr\u00e1fico (GPU)<\/strong>: Conocidas por su capacidad para procesar datos en paralelo, las GPU son especialmente adecuadas para manejar tareas de IA complejas, como las redes neuronales.<\/li><li><strong>Matrices de puertas programables en campo (FPGA)<\/strong>: Altamente adaptables, las FPGA pueden personalizarse para modelos de IA espec\u00edficos, lo que las hace valiosas en los sistemas de IA de vanguardia.<\/li><li><strong>Unidades de procesamiento neuronal (NPU)<\/strong>: Dise\u00f1adas espec\u00edficamente para redes neuronales, las NPU son muy eficientes para c\u00e1lculos paralelos de 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-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. Optimizaci\u00f3n y compresi\u00f3n de modelos<\/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>Los dispositivos perif\u00e9ricos suelen tener una capacidad de almacenamiento y procesamiento limitada, por lo que los modelos de IA deben optimizarse para que funcionen sin problemas:<\/p><ul><li><strong>Cuantificaci\u00f3n de modelos<\/strong>: Convierte grandes par\u00e1metros del modelo en formatos m\u00e1s peque\u00f1os para reducir la carga computacional.<\/li><li><strong>Poda de modelos<\/strong>: Elimina conexiones sin importancia en una red neuronal, reduciendo su tama\u00f1o sin sacrificar la precisi\u00f3n.<\/li><li><strong>Destilaci\u00f3n de conocimientos<\/strong>: Consiste en entrenar un modelo m\u00e1s peque\u00f1o para replicar los resultados de un modelo m\u00e1s grande, ahorrando recursos y manteniendo la eficacia.<\/li><li><strong>Esparcimiento de modelos<\/strong>: Reduce el n\u00famero de par\u00e1metros de un modelo, mejorando la eficiencia computacional.<\/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. Arquitectura Edge Computing<\/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>Procesar y analizar los datos en el propio dispositivo requiere una arquitectura espec\u00edfica dise\u00f1ada para funcionar en tiempo real:<\/p><ul><li><strong>Arquitectura de dispositivos perif\u00e9ricos distribuidos<\/strong>: Los nodos de borde pueden trabajar de forma independiente, cada uno recopilando y procesando datos seg\u00fan sea necesario, especialmente en redes IoT.<\/li><li><strong>Colaboraci\u00f3n Edge-Cloud<\/strong>: Mientras que algunas tareas se gestionan localmente, otras -como la formaci\u00f3n de grandes modelos- se realizan en la nube, logrando un equilibrio entre rendimiento y latencia.<\/li><li><strong>Dispositivos perif\u00e9ricos interconectados<\/strong>: Los dispositivos perif\u00e9ricos pueden comunicarse directamente, lo que permite aplicaciones en tiempo real como la conducci\u00f3n aut\u00f3noma y las f\u00e1bricas inteligentes.<\/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. Sistemas operativos en tiempo real (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>Las aplicaciones Edge AI a menudo necesitan respuestas inmediatas, por lo que los sistemas operativos en tiempo real son esenciales para gestionar tareas sensibles al tiempo:<\/p><ul><li><strong>Sistemas operativos ligeros<\/strong>: Sistemas como FreeRTOS y VxWorks est\u00e1n dise\u00f1ados para sistemas empotrados, garantizando tiempos de respuesta r\u00e1pidos incluso en hardware de bajo consumo.<\/li><li><strong>Contenedores y virtualizaci\u00f3n<\/strong>: Herramientas como los contenedores Docker y las m\u00e1quinas virtuales hacen que los modelos de IA sean m\u00e1s port\u00e1tiles y simplifican los procesos de despliegue y actualizaci\u00f3n.<\/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. Seguridad en los dispositivos perif\u00e9ricos<\/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>Dado que los dispositivos perif\u00e9ricos suelen interactuar directamente con los usuarios y el entorno f\u00edsico, la seguridad y la privacidad son fundamentales:<\/p><ul><li><strong>Cifrado de datos<\/strong>: Protege la informaci\u00f3n sensible durante su almacenamiento y transmisi\u00f3n.<\/li><li><strong>Arranque seguro<\/strong>: Garantiza que s\u00f3lo se permite ejecutar en el dispositivo software y firmware verificados.<\/li><li><strong>Autenticaci\u00f3n y autorizaci\u00f3n de dispositivos<\/strong>: Valida los dispositivos e impide el acceso no autorizado.<\/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. Comunicaci\u00f3n en red y optimizaci\u00f3n de protocolos<\/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>Al funcionar a distancia, los dispositivos perif\u00e9ricos suelen depender de redes inal\u00e1mbricas, por lo que unos protocolos eficaces ayudan a gestionar el intercambio de datos:<\/p><ul><li><strong>Redes de \u00e1rea extensa de baja potencia (LPWAN)<\/strong>: Protocolos como LoRa y NB-IoT admiten la transmisi\u00f3n de baja potencia a largas distancias.<\/li><li><strong>Tecnolog\u00eda 5G<\/strong>: Proporciona conectividad de alta velocidad y baja latencia adecuada para aplicaciones exigentes como la conducci\u00f3n aut\u00f3noma y la asistencia sanitaria a distancia.<\/li><li><strong>Protocolos espec\u00edficos de borde<\/strong>: MQTT y CoAP est\u00e1n dise\u00f1ados para una transferencia de datos r\u00e1pida y eficaz en entornos perif\u00e9ricos.<\/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. Inform\u00e1tica heterog\u00e9nea<\/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>Muchos dispositivos de borde incluyen distintos tipos de procesadores, como CPU, GPU, NPU y FPGA, cada uno adecuado para tareas espec\u00edficas. Este enfoque se denomina computaci\u00f3n heterog\u00e9nea y maximiza las capacidades de cada tipo de procesador:<\/p><ul><li><strong>Asignaci\u00f3n de tareas<\/strong>: Distribuye las tareas al procesador m\u00e1s adecuado en funci\u00f3n de los requisitos. Por ejemplo, las tareas sencillas pueden ejecutarse en una CPU, mientras que los modelos de IA complejos se procesan en una GPU.<\/li><li><strong>Inform\u00e1tica colaborativa<\/strong>: M\u00faltiples dispositivos de borde pueden trabajar juntos a trav\u00e9s de una red, realizando varias tareas simult\u00e1neamente para acelerar el procesamiento de la 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. Entrenamiento de modelos de IA localizados<\/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>Aunque los dispositivos perif\u00e9ricos se utilizan normalmente para la inferencia, algunos avances permiten el entrenamiento local de modelos, adaptando los modelos de IA en tiempo real a entornos espec\u00edficos sin necesidad de enviar datos a la nube:<\/p><ul><li><strong>Aprendizaje federado<\/strong>: M\u00faltiples dispositivos de borde entrenan modelos de IA en colaboraci\u00f3n sin compartir datos, protegiendo la privacidad.<\/li><li><strong>Aprendizaje incremental<\/strong>: Los modelos se actualizan gradualmente en los dispositivos de borde para adaptarse a entornos cambiantes, lo que resulta \u00fatil para aplicaciones como la vigilancia en tiempo real.<\/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\">Aplicaciones de Edge AI<\/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=\"Aplicaciones de Edge AI\" 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>La IA Edge tiene usos pr\u00e1cticos en diversos campos, acercando la toma de decisiones inteligentes a la fuente de datos:<\/p><ul><li><strong>Fabricaci\u00f3n inteligente<\/strong>: En las f\u00e1bricas automatizadas, la IA de vanguardia optimiza las l\u00edneas de producci\u00f3n, mejorando la eficiencia y la calidad del producto. Por ejemplo, puede supervisar los robots en la l\u00ednea de producci\u00f3n y realizar ajustes en tiempo real para mantener una producci\u00f3n constante.<\/li><li><strong>Transporte inteligente<\/strong>: En los sistemas de transporte, la IA de vanguardia analiza el tr\u00e1fico en tiempo real para controlar las se\u00f1ales, reducir la congesti\u00f3n y aumentar la seguridad vial. En los veh\u00edculos, los dispositivos de vanguardia permiten la comunicaci\u00f3n directa entre coches, mejorando la fiabilidad de la conducci\u00f3n aut\u00f3noma.<\/li><li><strong>Sanidad<\/strong>: La IA de vanguardia en sanidad permite controlar y analizar en tiempo real los datos de los pacientes. Por ejemplo, los dispositivos port\u00e1tiles con algoritmos de IA pueden controlar las constantes vitales, como la frecuencia card\u00edaca y la presi\u00f3n arterial, y emitir alertas si se detectan lecturas an\u00f3malas.<\/li><li><strong>Supervisi\u00f3n y mantenimiento de equipos industriales<\/strong>: Edge AI ayuda a supervisar los equipos industriales, identificando posibles problemas antes de que se conviertan en tales. Mediante el an\u00e1lisis de datos hist\u00f3ricos, tambi\u00e9n optimiza los programas de mantenimiento, alargando la vida \u00fatil de las m\u00e1quinas.<\/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\">Ventajas de Edge AI<\/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 ofrece una serie de ventajas que la hacen id\u00f3nea para las aplicaciones modernas:<\/p><ul><li><strong>Baja latencia<\/strong>: Procesar los datos en el propio dispositivo significa tiempos de respuesta m\u00e1s r\u00e1pidos, lo que es crucial para las aplicaciones en tiempo real.<\/li><li><strong>Uso eficiente del ancho de banda<\/strong>: Al procesar y filtrar los datos localmente, la IA de borde reduce la cantidad de datos enviados a trav\u00e9s de la red, ahorrando ancho de banda y reduciendo los costes de transmisi\u00f3n.<\/li><li><strong>Mayor privacidad de los datos<\/strong>: El procesamiento local de los datos minimiza la necesidad de enviarlos fuera del sitio, lo que ayuda a proteger la privacidad del usuario.<\/li><li><strong>Escalabilidad y flexibilidad<\/strong>: Los sistemas Edge AI son adaptables, capaces de ampliarse o reducirse en funci\u00f3n de la demanda, lo que resulta esencial en entornos diversos.<\/li><li><strong>Fiabilidad y autonom\u00eda<\/strong>: Los dispositivos Edge pueden seguir funcionando incluso sin conectividad a Internet, lo que garantiza el funcionamiento continuo de las tareas cr\u00edticas.<\/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\">Conclusiones: El futuro de la IA 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>Edge AI est\u00e1 transformando la forma en que las industrias aprovechan la IA, acercando el procesamiento a la fuente de datos, reduciendo la latencia y permitiendo la toma de decisiones en tiempo real. Desde las f\u00e1bricas hasta los veh\u00edculos aut\u00f3nomos, Edge AI est\u00e1 ayudando a las industrias a ser m\u00e1s inteligentes y a estar m\u00e1s conectadas. A medida que empresas como InHand Networks sigan innovando, Edge AI desempe\u00f1ar\u00e1 un papel a\u00fan m\u00e1s importante en la configuraci\u00f3n del funcionamiento de las empresas en el futuro.<\/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 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height=\"768\">\n        <\/a>              <\/div>\n    \n    <div class=\"uc_classic_carousel_content\" style=\"direction:ltr;\">    \n\n      \n          <div  class=\"card_carousel_title\">Ordenador AI 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\/es\/products\/ai-edge-computers\/\" title=\"Obtener m\u00e1s informaci\u00f3n\" >Obtener m\u00e1s informaci\u00f3n<\/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 Relacionados<\/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\/es\/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 frente a 5G ODU, \u00bfcu\u00e1l elegir?<\/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\/es\/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\">\u00bfQu\u00e9 diferencias hay entre las tecnolog\u00edas de redes de comunicaci\u00f3n inal\u00e1mbricas?<\/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\/es\/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\">Conector de fibra \u00f3ptica frente a puerto Ethernet, \u00bfcu\u00e1l es la diferencia?<\/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\/es\/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\/es\/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;\">El nuevo router 5G CR602 ayuda a las cafeter\u00edas a mejorar la conectividad y la fiabilidad de su conexi\u00f3n a internet.<\/div><\/a>    <div class=\"ue_post_intro\">Garantice una conexi\u00f3n a internet fiable para su cafeter\u00eda con el router CR602 5G. Dise\u00f1ado para evitar interrupciones del servicio...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/es\/support\/blogs\/new-5g-router-cr602-helps-coffee-shops-improve-connectivity-and-business-internet-reliability\/\">M\u00e1s informaci\u00f3n \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\/es\/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\/es\/support\/blogs\/clawdbot-edge-deployment-guide\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Adi\u00f3s a la Mac mini &quot;siempre activa&quot;: una computadora perif\u00e9rica econ\u00f3mica con IA que mantiene OpenClaw funcionando las 24 horas, los 7 d\u00edas de la semana.<\/div><\/a>    <div class=\"ue_post_intro\">Implemente un agente de IA siempre activo en una computadora de borde InHand con Linux: instale Clawdbot, programe inspecciones...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/es\/support\/blogs\/clawdbot-edge-deployment-guide\/\">M\u00e1s informaci\u00f3n \u2192<\/a><\/div>  <\/div>\n<\/div>\n<div id=\"uc_uc_card_post_carousel_elementor_7ef50058_item3\" 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\/es\/support\/blogs\/making-automated-production-lines-truly-controllable-and-visible\/\"><div calss=\"uc_image_carousel_bg\" style=\"background-image:url(https:\/\/www.inhand.com\/wp-content\/uploads\/Making-Automated-Production-Lines-Truly-Controllable-and-Visible-cover-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\/es\/support\/blogs\/making-automated-production-lines-truly-controllable-and-visible\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">C\u00f3mo hacer que las l\u00edneas de producci\u00f3n automatizadas sean verdaderamente controlables y visibles<\/div><\/a>    <div class=\"ue_post_intro\">A medida que la automatizaci\u00f3n se profundiza, las l\u00edneas de producci\u00f3n dependen m\u00e1s que nunca de una conectividad de red estable. Este art\u00edculo...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/es\/support\/blogs\/making-automated-production-lines-truly-controllable-and-visible\/\">M\u00e1s informaci\u00f3n \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\/es\/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\/es\/support\/blogs\/ai-construction-safety-edge-decision\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">C\u00f3mo la IA reinventa la gesti\u00f3n de la seguridad en grandes obras de construcci\u00f3n con la toma de decisiones in situ<\/div><\/a>    <div class=\"ue_post_intro\">Edge AI permite la monitorizaci\u00f3n de la seguridad en tiempo real y sin conexi\u00f3n en obras de construcci\u00f3n. Detecta al instante el EPI...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/es\/support\/blogs\/ai-construction-safety-edge-decision\/\">M\u00e1s informaci\u00f3n \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\/es\/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\/es\/support\/blogs\/from-sampling-to-100-percent-ai-inspection\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Del muestreo a la inspecci\u00f3n con IA 100%<\/div><\/a>    <div class=\"ue_post_intro\">Explicaci\u00f3n de la agregaci\u00f3n de operadores 5G: desbloquee una conectividad ultrarr\u00e1pida y resiliente con el pr\u00f3ximo negocio FWA12...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/es\/support\/blogs\/from-sampling-to-100-percent-ai-inspection\/\">M\u00e1s informaci\u00f3n \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\/es\/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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Descubra c\u00f3mo InHand...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/es\/support\/blogs\/traffic-shaping-for-network-management\/\">M\u00e1s informaci\u00f3n \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\/es\/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\/es\/support\/blogs\/deploying-aws-iot-sitewise-on-ec942-edge-computer\/\" style=\"text-decoration:none;\"><div class=\"uc_post_title\" style=\"text-decoration:none;\">Implementaci\u00f3n de AWS IoT SiteWise en InHand EC942 para obtener informaci\u00f3n sobre datos industriales<\/div><\/a>    <div class=\"ue_post_intro\">Implemente AWS IoT SiteWise en el EC942 para obtener informaci\u00f3n en tiempo real sobre datos industriales con...<\/div>    <div class=\"ue_post_btn_holder\"><a class=\"uc_more_btn\"  href=\"https:\/\/www.inhand.com\/es\/support\/blogs\/deploying-aws-iot-sitewise-on-ec942-edge-computer\/\">M\u00e1s informaci\u00f3n \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>Obtenga m\u00e1s informaci\u00f3n sobre la IA perif\u00e9rica, las tecnolog\u00edas clave implicadas en la IA perif\u00e9rica, c\u00f3mo ayuda a aumentar la productividad y los escenarios de uso t\u00edpicos.<\/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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