{"id":241,"date":"2023-05-20T02:46:19","date_gmt":"2023-05-20T06:46:19","guid":{"rendered":"https:\/\/eslared.net\/walc2023\/?page_id=241"},"modified":"2023-11-10T13:32:55","modified_gmt":"2023-11-10T17:32:55","slug":"track-5-ia-aplicada","status":"publish","type":"page","link":"https:\/\/eslared.net\/walc2023\/?page_id=241","title":{"rendered":"Track 2 &#8211; Inteligencia Artificial Aplicada"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"241\" class=\"elementor elementor-241\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-abf384e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"abf384e\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1fa0080\" data-id=\"1fa0080\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-27716bc elementor-widget elementor-widget-spacer\" data-id=\"27716bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3a3ecee elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3a3ecee\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-561d702\" data-id=\"561d702\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2fa0e53 elementor-widget elementor-widget-heading\" data-id=\"2fa0e53\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Track 2 \u2013 Inteligencia Artificial Aplicada<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-239f9be elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"239f9be\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-54c7c8e\" data-id=\"54c7c8e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f07346c elementor-widget elementor-widget-spacer\" data-id=\"f07346c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fcf88cb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fcf88cb\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-de3e85f\" data-id=\"de3e85f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4214936 elementor-widget elementor-widget-image\" data-id=\"4214936\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"299\" src=\"https:\/\/eslared.net\/walc2023\/wp-content\/uploads\/2023\/05\/ppalTrack4-1024x299.png\" class=\"attachment-large size-large wp-image-253\" alt=\"\" srcset=\"https:\/\/eslared.net\/walc2023\/wp-content\/uploads\/2023\/05\/ppalTrack4-1024x299.png 1024w, https:\/\/eslared.net\/walc2023\/wp-content\/uploads\/2023\/05\/ppalTrack4-300x88.png 300w, https:\/\/eslared.net\/walc2023\/wp-content\/uploads\/2023\/05\/ppalTrack4-768x224.png 768w, https:\/\/eslared.net\/walc2023\/wp-content\/uploads\/2023\/05\/ppalTrack4.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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-22aa13b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"22aa13b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f9725d2\" data-id=\"f9725d2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3a6662c elementor-widget elementor-widget-spacer\" data-id=\"3a6662c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c6bc45e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c6bc45e\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1afe0e0\" data-id=\"1afe0e0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e67d0d4 elementor-widget elementor-widget-heading\" data-id=\"e67d0d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Programa tentativo<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-af9331c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"af9331c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-31041e0\" data-id=\"31041e0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-df189da elementor-widget elementor-widget-heading\" data-id=\"df189da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Introducci\u00f3n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3497c79 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3497c79\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6fda0d8\" data-id=\"6fda0d8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-030109d elementor-widget elementor-widget-text-editor\" data-id=\"030109d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Todas las t\u00e9cnicas de Inteligencia Artificial se basan en utilizar colecciones de datos de gran envergadura, procesados en poderosos (y muy costosos) centros de c\u00e1lculo gestionados por empresas como Google, Amazon, Microsoft, Baidu, Tencent y Alibaba, utilizando programas muy complejos como Tensor Flow. Por lo tanto, no est\u00e1n al alcance de universidades, centros de investigaci\u00f3n latinoamericanos.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-feca5e4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"feca5e4\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0037970\" data-id=\"0037970\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3e24a8f elementor-widget elementor-widget-accordion\" data-id=\"3e24a8f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-6511\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-6511\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Leer m\u00e1s<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-6511\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-6511\"><div id=\"elementor-tab-content-2641\" class=\"elementor-tab-content elementor-clearfix elementor-active\" role=\"tabpanel\" data-tab=\"1\" aria-labelledby=\"elementor-tab-title-2641\"><p>La idea es entonces que se utiliza el dispositivo para obtener los datos localmente, por ejemplo, im\u00e1genes para reconocer enfermedades de plantas, sonidos para reconocer palabras (o cantos de p\u00e1jaros, o cualquier otra cosa que pueda interesar) movimientos, mediante un aceler\u00f3metro incorporado en el dispositivo.<\/p><p>Una vez obtenidos los datos, se procede a procesarlos para que puedan ser ingeridos por Tensor Flow Light. Esta tarea se puede realizar muy f\u00e1cilmente utilizando una plataforma llamada Edge Impulse Studio. Esto permite la creaci\u00f3n de un modelo que se carga entonces en el TD.<\/p><p>De esta manera el TD se puede emplear en el campo para una gran variedad de aplicaciones en cualquier campo.<\/p><p>Esto es muy interesante para Latinoam\u00e9rica porque permite que cualquier persona, dotada de un dispositivo de muy bajo costo y con acceso a internet pueda resolver un problema particular usando las t\u00e9cnicas de Inteligencia Artificial.<\/p><p>Por supuesto, esto es solo un ejemplo, hay much\u00edsimas otras plataformas que se pueden aprovechar.<\/p><p>La idea entonces es que en el track de Inteligencia Artificial aplicada se tratar\u00e1n los conceptos fundamentales de IA, las t\u00e9cnicas m\u00e1s utilizadas, algunas aplicaciones y luego se realizar\u00e1 una parte pr\u00e1ctica en la cual los participantes remotos utilizar\u00e1n sus tel\u00e9fonos inteligentes como detectores de im\u00e1genes, sonidos y movimientos. Luego, mediante Edge Impulse Studio los datos obtenidos se utilizan para generar un modelo usando Tensor Flow Light que es posteriormente utilizado en el propio tel\u00e9fono (Android o IoS) para hacer reconocimiento de im\u00e1genes, sonidos y movimientos.<\/p><p>Como ven, es una herramienta muy poderosa, y el hecho de que cada participante pueda probarla es pedag\u00f3gicamente muy ventajoso.<\/p><\/div><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-622d47d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"622d47d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c641087\" data-id=\"c641087\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0134d75 elementor-widget elementor-widget-heading\" data-id=\"0134d75\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Programa tentativo<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f9e6246 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f9e6246\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6599994\" data-id=\"6599994\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b4ef02b elementor-widget elementor-widget-text-editor\" data-id=\"b4ef02b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-879653f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"879653f\" data-element_type=\"section\"><div class=\"elementor-container elementor-column-gap-default\"><div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-08b5ba5\" data-id=\"08b5ba5\" data-element_type=\"column\"><div class=\"elementor-widget-wrap elementor-element-populated\"><div class=\"elementor-element elementor-element-32e6db5 elementor-widget elementor-widget-text-editor animated slideInRight\" data-id=\"32e6db5\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;slideInRight&quot;}\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><ul><li>Introducci\u00f3n a la Inteligencia Artificial (IA).<\/li><li>Aplicaciones de la Inteligencia Artificial.<\/li><li>M\u00e9todos de IA.<\/li><li>Tecnolog\u00edas y plataformas de IA.<\/li><li>IA en la nube, Edge o en dispositivos de bajas prestaciones.<\/li><li>IA en dispositivos limitados; TinyML.<\/li><li>Pr\u00e1cticas con TinyML: Identificaci\u00f3n de movimientos, de im\u00e1genes y de palabras.<\/li><li>Estudio de casos.<\/li><\/ul><\/div><\/div><\/div><\/div><\/div><\/section>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1e37988 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1e37988\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f6c0a80\" data-id=\"f6c0a80\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3a43eb1 elementor-widget elementor-widget-heading\" data-id=\"3a43eb1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Requisitos<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ddc28be elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ddc28be\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1a47891\" data-id=\"1a47891\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d6cbd07 elementor-widget elementor-widget-text-editor\" data-id=\"d6cbd07\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Se recomienda hacer un repaso o revisi\u00f3n r\u00e1pida del lenguaje Python, antes de hacer el taller, ser\u00e1 requerido en el desarrollo del track.\u00a0 Para esto invitamos a los participantes hacer el curso Kaggle Python (<a href=\"https:\/\/www.kaggle.com\/learn\/python\">https:\/\/www.kaggle.com\/learn\/python<\/a>) est\u00e1 dise\u00f1ado para completarse en 5 horas y consta de siete lecciones.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1982475 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1982475\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-b2964e4\" data-id=\"b2964e4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c226bc0 elementor-widget elementor-widget-heading\" data-id=\"c226bc0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Coordinador<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d20028 elementor-widget elementor-widget-text-editor\" data-id=\"4d20028\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Marcelo Jos\u00e9 Rovai.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9a0edc9\" data-id=\"9a0edc9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6d4a44d elementor-widget elementor-widget-heading\" data-id=\"6d4a44d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Instructores<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a06b664 elementor-widget elementor-widget-text-editor\" data-id=\"a06b664\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul>\n<li>Marcelo Jos\u00e9 Rovai \u2013 UNIFEI \u2013 Universidade Federal de Itajub\u00e1, IESTI \u2013 Instituto de Engenharia de Sistemas e Tecnologia da Informa\u00e7\u00e3o.<\/li>\n<li>Diego M\u00e9ndez Ch\u00e1vez &#8211; Universidad Javeriana. (Virtual)<br><\/li>\n<li>Jes\u00fas L\u00f3pez &#8211; Universidad Aut\u00f3noma de Occidente. (Virtual)<br><\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b48809b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b48809b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4196113\" data-id=\"4196113\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fa8dc5c elementor-widget elementor-widget-heading\" data-id=\"fa8dc5c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Cupo y duraci\u00f3n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a766bd6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a766bd6\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9876d14\" data-id=\"9876d14\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4270698 elementor-widget elementor-widget-text-editor\" data-id=\"4270698\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f4f151b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f4f151b\" data-element_type=\"section\"><div class=\"elementor-container elementor-column-gap-default\"><div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-78cf7e9\" data-id=\"78cf7e9\" data-element_type=\"column\"><div class=\"elementor-widget-wrap elementor-element-populated\"><div class=\"elementor-element elementor-element-047329a elementor-widget elementor-widget-text-editor animated fadeInUp\" data-id=\"047329a\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><ul><li>30 participantes.<\/li><li>40 horas.<\/li><\/ul><\/div><\/div><\/div><\/div><\/div><\/section>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Track 2 \u2013 Inteligencia Artificial Aplicada Programa tentativo Introducci\u00f3n Todas las t\u00e9cnicas de Inteligencia Artificial se basan en utilizar colecciones de datos de gran envergadura, procesados en poderosos (y muy costosos) centros de c\u00e1lculo gestionados por empresas como Google, Amazon, Microsoft, Baidu, Tencent y Alibaba, utilizando programas muy complejos como Tensor Flow. Por lo tanto,&hellip;&nbsp;<a href=\"https:\/\/eslared.net\/walc2023\/?page_id=241\" class=\"\" rel=\"bookmark\">Leer m\u00e1s &raquo;<span class=\"screen-reader-text\">Track 2 &#8211; Inteligencia Artificial Aplicada<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/template-pagebuilder-full-width.php","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"class_list":["post-241","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/eslared.net\/walc2023\/index.php?rest_route=\/wp\/v2\/pages\/241","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/eslared.net\/walc2023\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/eslared.net\/walc2023\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/eslared.net\/walc2023\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/eslared.net\/walc2023\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=241"}],"version-history":[{"count":76,"href":"https:\/\/eslared.net\/walc2023\/index.php?rest_route=\/wp\/v2\/pages\/241\/revisions"}],"predecessor-version":[{"id":1929,"href":"https:\/\/eslared.net\/walc2023\/index.php?rest_route=\/wp\/v2\/pages\/241\/revisions\/1929"}],"wp:attachment":[{"href":"https:\/\/eslared.net\/walc2023\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=241"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}