{"id":1083,"date":"2019-12-19T13:59:08","date_gmt":"2019-12-19T18:59:08","guid":{"rendered":"https:\/\/v3.ricardoromo.co\/?p=1083"},"modified":"2020-01-09T07:34:33","modified_gmt":"2020-01-09T12:34:33","slug":"reconocimiento-facial-en-10-minutos","status":"publish","type":"post","link":"https:\/\/v3.ricardoromo.co\/2019\/reconocimiento-facial-en-10-minutos\/","title":{"rendered":"Reconocimiento Facial en 10 minutos."},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1083\" class=\"elementor elementor-1083\" data-elementor-settings=\"[]\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-13a0ba92 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"13a0ba92\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-7a11b34b\" data-id=\"7a11b34b\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6ad667d0 elementor-widget elementor-widget-spacer\" data-id=\"6ad667d0\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2817844b elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"2817844b\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Blog<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-264366a3 elementor-widget-divider--view-line elementor-invisible elementor-widget elementor-widget-divider\" data-id=\"264366a3\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\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-66 elementor-top-column elementor-element elementor-element-17ad08fb\" data-id=\"17ad08fb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3452224e elementor-widget elementor-widget-heading\" data-id=\"3452224e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Reconocimiento Facial<br>en 10 Minutos<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-52706067 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"52706067\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-693f4e40\" data-id=\"693f4e40\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-182d7dd2 elementor-widget elementor-widget-text-editor\" data-id=\"182d7dd2\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<h4>19 de Diciembre de 2019<\/h4>\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\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-inner-column elementor-element elementor-element-2a222b55\" data-id=\"2a222b55\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4baf1814 elementor-widget elementor-widget-progress\" data-id=\"4baf1814\" data-element_type=\"widget\" data-widget_type=\"progress.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t<span class=\"elementor-title\">Dificultad<\/span>\n\t\t\n\t\t<div class=\"elementor-progress-wrapper progress-success\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\" aria-valuenow=\"25\" aria-valuetext=\"Python\">\n\t\t\t<div class=\"elementor-progress-bar\" data-max=\"25\">\n\t\t\t\t<span class=\"elementor-progress-text\">Python<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-progress-percentage\">25%<\/span>\n\t\t\t\t\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\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-363de363 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"363de363\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-7338858d\" data-id=\"7338858d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\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-33 elementor-inner-column elementor-element elementor-element-551068b0\" data-id=\"551068b0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5bdf3c5b elementor-invisible elementor-widget elementor-widget-image\" data-id=\"5bdf3c5b\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;bounceIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img src=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/elementor\/thumbs\/Banner_face_high-ou0fzzxc7ayoerk16j1xqnk1rqyvit5vlyk9pj1ijs.jpg\" title=\"Banner_face_high\" alt=\"Banner_face_high\" \/>\t\t\t\t\t\t\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\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-3e1868f8\" data-id=\"3e1868f8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-6e149e3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6e149e3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-47b3f10\" data-id=\"47b3f10\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-56d8bc70 elementor-widget elementor-widget-heading\" data-id=\"56d8bc70\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Descargar proyecto completo<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\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-inner-column elementor-element elementor-element-17468e7\" data-id=\"17468e7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-68aa1ece elementor-button-success elementor-align-center elementor-tablet-align-left elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"68aa1ece\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a href=\"https:\/\/github.com\/MrRomo\/Face-Recognition-es-Facil.git\" target=\"_blank\" class=\"elementor-button-link elementor-button elementor-size-md\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon elementor-align-icon-left\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-download\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Descargar codigo<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-604f5779 elementor-widget elementor-widget-text-editor\" data-id=\"604f5779\" data-element_type=\"widget\" id=\"content-body\" 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<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre>Cada vez que subimos una  foto a facebook, instagram o google photos, hay algoritmos corriendo, all\u00e1 en los servidores, que constantemente est\u00e1n haciendo reconocimiento facial, constantemente clasific\u00e1ndolos, encontrando relaciones entre nuestros amigos y conocidos. Estamos viviendo en una \u00e9poca donde la potencia computacional en nuestros dispositivos ha aumentado tanto que es posible tener cosas que antes se pod\u00edan creer impensables, ya nuestros propios tel\u00e9fonos hacen reconocimiento facial y algunos se aventuran al reconocimiento de objetos.<\/pre>\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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-182b90ca elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"182b90ca\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-16 elementor-inner-column elementor-element elementor-element-6d9364\" data-id=\"6d9364\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\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-16 elementor-inner-column elementor-element elementor-element-dd969df\" data-id=\"dd969df\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7a1b505c elementor-position-top elementor-vertical-align-top elementor-widget elementor-widget-image-box\" data-id=\"7a1b505c\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/12\/facebook-facial-recognition_low.png\"><img width=\"600\" height=\"335\" src=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/12\/facebook-facial-recognition_low.png\" class=\"elementor-animation-grow attachment-large size-large\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/12\/facebook-facial-recognition_low.png 600w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/12\/facebook-facial-recognition_low-300x168.png 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-description\">Facebook hace reconocimiento facial para buscar relaciones entre tus amigos<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\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-66 elementor-inner-column elementor-element elementor-element-6d9184f7\" data-id=\"6d9184f7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-82eacf elementor-widget elementor-widget-text-editor\" data-id=\"82eacf\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre>Pero todos estos avances se realizan a trav\u00e9s de una capa de abstracci\u00f3n que las mismas empresas han puesto para facilitarnos la vida. Ya hay tantas cosas que damos por hecho que ni siquiera al subir una foto nos tomamos la tarea de etiquetar a las personas, Facebook mismo nos sugiere esas etiquetas, ya no nos sorprende el acierto con el que llevan a cabo esta tarea.\n\nEs por esto que las nuevas generaciones van a ser muy r\u00e1pidas usando estos servicios, plataformas como facebook, snapchat, tic toc son tan f\u00e1ciles de usar para estos ni\u00f1os que nacen hoy en d\u00eda con un iPad debajo del brazo.\n\nPor esta raz\u00f3n hoy les traigo un peque\u00f1o tutorial, para arrojar un poco de luz sobre algunas herramientas que se utilizan hoy en d\u00eda, vamos a implementar un modelo de reconocimiento facial con una API llamada Face Recognition. Esta nos permitir\u00e1 solucionar varios problemas.\u00a0 \u00a0 \u00a0\u00a0<br \/>\u00a0 \u00a0- Detectar caras de personas\u00a0\u00a0<br \/>\u00a0 \u00a0- Aprender la cara de una persona\u00a0\u00a0<br \/>\u00a0 \u00a0- Reconocer la cara de personas aprendidas en otras fotos o v\u00eddeos\n<\/pre><div>\u00a0<\/div>\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<div class=\"elementor-element elementor-element-eaba646 elementor-widget elementor-widget-html\" data-id=\"eaba646\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js\"><\/script>\n<!-- Transici\u00f3n de p\u00e1rrafo -->\n<ins class=\"adsbygoogle\"\n     style=\"display:block\"\n     data-ad-client=\"ca-pub-3215929379242591\"\n     data-ad-slot=\"6440209057\"\n     data-ad-format=\"auto\"\n     data-full-width-responsive=\"true\"><\/ins>\n<script>\n     (adsbygoogle = window.adsbygoogle || []).push({});\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1483d73f elementor-widget elementor-widget-heading\" data-id=\"1483d73f\" data-element_type=\"widget\" id=\"creando\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">1. Preparaci\u00f3n del entorno<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4de972b4 elementor-widget elementor-widget-text-editor\" data-id=\"4de972b4\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre>Como todo proyecto en python vamos a necesitar un ambiente aislado para montar nuestro codigo, asi como las librer\u00edas que utilizaremos. La opcion mas facil es instalar anaconda (<a href=\"https:\/\/www.anaconda.com\/)\">https:\/\/www.anaconda.com\/<\/a>)  con python 3.\nVamos a necesitar instalar tres librer\u00edas, Face Recognition, Numpy y OpenCV. Para esto abrimos la terminal de linux y ponemos el siguiente comando:\n<\/pre><div>\u00a0<\/div>\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<div class=\"elementor-element elementor-element-b8c129d elementor-widget elementor-widget-text-editor\" data-id=\"b8c129d\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre class=\"wp-block-code line-numbers language-cpp\"><code class=\" language-cpp\" lang=\"bash\"><span style=\"font-weight: 400;\">pip install face_recognition opencv-python numpy<\/span>\n<\/code><\/pre>\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<div class=\"elementor-element elementor-element-d6a369a elementor-widget elementor-widget-heading\" data-id=\"d6a369a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">2. Entrenamiento<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6847abbe elementor-widget elementor-widget-text-editor\" data-id=\"6847abbe\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre>Para este primer paso vamos a necesitar la foto de una persona y su nombre, para este ejemplo usaremos la cara alguien m\u00e1s o menos conocido, Will Smith. Es importante que esta foto sea \u00fanicamente de la cara de la persona que queremos aprender, por que puede detectar caras adicionales y generar errores.<\/pre>\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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-ea47f1a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ea47f1a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-16 elementor-inner-column elementor-element elementor-element-8c73eff\" data-id=\"8c73eff\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\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-16 elementor-inner-column elementor-element elementor-element-1ec1aef\" data-id=\"1ec1aef\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-83c4582 elementor-position-top elementor-vertical-align-top elementor-widget elementor-widget-image-box\" data-id=\"83c4582\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/12\/will_smith.jpg\"><img width=\"1024\" height=\"591\" src=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/12\/will_smith-1024x591.jpg\" class=\"elementor-animation-grow attachment-large size-large\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/12\/will_smith-1024x591.jpg 1024w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/12\/will_smith-300x173.jpg 300w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/12\/will_smith-768x443.jpg 768w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/12\/will_smith.jpg 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-description\">Foto de Will Smith como ejemplo<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\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-66 elementor-inner-column elementor-element elementor-element-f65c7cd\" data-id=\"f65c7cd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-4500fa95 elementor-widget elementor-widget-text-editor\" data-id=\"4500fa95\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre>Para aprender la cara usamos la siguiente API de face_recognition:<\/pre>\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<div class=\"elementor-element elementor-element-7e3de3a4 elementor-widget elementor-widget-text-editor\" data-id=\"7e3de3a4\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre class=\"wp-block-code line-numbers language-py\"><code class=\" language-py\" lang=\"py\"># Carga la imagen de entrenamiento\nwill_smith_image = face_recognition.load_image_file(\"will_smith.jpg\")\n# Codifica la cara de entrenamiento\nwill_smith_face_encoding = face_recognition.face_encodings(will_smith_image)[0]\n \n# Crea un arreglo con las distintas caras codificadas\nknown_face_encodings = [\n   will_smith_face_encoding\n]\n# Crea un arreglo de los nombres en orden de las caras codificadas\nknown_face_names = [\n   \"Will Smith\",\n]\n\n<\/code><\/pre>\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<div class=\"elementor-element elementor-element-18fa5f94 elementor-widget elementor-widget-text-editor\" data-id=\"18fa5f94\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre>Face recognition carga la imagen y la codifica, dando como resultado una vector de flotantes de 128 dimensiones. Este vector es \u00fanico para cada cara y nos permitir\u00e1 en un futuro reconocer esa cara en otras fotos.\n\nPor ahora guardamos la cara y los nombres en un arreglo ordenado, hay que repetir esta operaci\u00f3n si queremos aprendernos varias caras.<\/pre>\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<div class=\"elementor-element elementor-element-32cc92c8 elementor-widget elementor-widget-heading\" data-id=\"32cc92c8\" data-element_type=\"widget\" id=\"ejecutando\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">3. Seleccionar la fuente de im\u00e1genes<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3813699e elementor-widget elementor-widget-text-editor\" data-id=\"3813699e\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre>Una vez tengamos la cara codificada, tenemos que pasar una foto o video con quien compararla, sea de la misma persona o de personas diferentes. \n<\/pre><div><br><\/div><div>\n<\/div>\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<div class=\"elementor-element elementor-element-38cfdac2 elementor-widget elementor-widget-text-editor\" data-id=\"38cfdac2\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre class=\"wp-block-code line-numbers language-python\"><code class=\" language-python\" lang=\"python\">#extraer imagenes de un video\nvideo_capture = cv2.VideoCapture('Will.mp4')\n \n#extraer imagenes de la webcam\nvideo_capture = cv2.VideoCapture(0)\n \nif (video_capture.isOpened()== False):\n print(\"Error opening video stream or file\")\n<\/code><\/pre>\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<div class=\"elementor-element elementor-element-705fc147 elementor-widget elementor-widget-text-editor\" data-id=\"705fc147\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre><font face=\"Montserrat, sans-serif\"><span style=\"white-space: normal;\">El c\u00f3digo del tutorial est\u00e1 preparado para usar la c\u00e1mara web del equipo como fuente de im\u00e1genes o un archivo de video dentro del directorio, solo tendr\u00edas que comentar lo que no quieres usar.<\/span><\/font><\/pre><div><br><\/div>\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<div class=\"elementor-element elementor-element-49445566 elementor-widget elementor-widget-heading\" data-id=\"49445566\" data-element_type=\"widget\" id=\"otros\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">4. Detectar caras<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-133d5607 elementor-widget elementor-widget-text-editor\" data-id=\"133d5607\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<div style=\"font-family: Montserrat, sans-serif; white-space: normal;\"><div>Una vez tenemos la fuente configurada, pasamos a detectar caras, fotograma por fotograma, para eso usamos la funci\u00f3n read(). Para un mejor rendimiento, redimensionamos la resoluci\u00f3n de la imagen a \u00bc de su tama\u00f1o.&nbsp;<\/div><div><br><\/div><\/div>\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<div class=\"elementor-element elementor-element-19366b64 elementor-widget elementor-widget-text-editor\" data-id=\"19366b64\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre class=\"wp-block-code line-numbers language-py\"><code class=\" language-py\" lang=\"py\"># Toma los fotogramas del capturador\n   ret, frame = video_capture.read()\n \n   # Redimensiona el fotograma a 1\/4 de resolucion para mejor rendimiento\n   small_frame = cv2.resize(frame, (0, 0), fx=0.25, fy=0.25)\n \n   # Convierte la imagen de BGR color a RGB\n   rgb_small_frame = small_frame[:, :, ::-1]\n<\/code><\/pre>\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<div class=\"elementor-element elementor-element-3fa47ed3 elementor-widget elementor-widget-text-editor\" data-id=\"3fa47ed3\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<div><div><div>La siguiente l\u00ednea usa la funci\u00f3n \u201cface_locations\u201d de Face Recognition para detectar las caras en el fotograma:<\/div><\/div><\/div>\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<div class=\"elementor-element elementor-element-2d0d7a1a elementor-widget elementor-widget-text-editor\" data-id=\"2d0d7a1a\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre class=\"wp-block-code line-numbers language-py\"><code class=\" language-py\" lang=\"py\"># encuentra y codifica todas las caras existentes en el fotograma\nface_locations = face_recognition.face_locations(rgb_small_frame)\n<\/code><\/pre>\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<div class=\"elementor-element elementor-element-321df494 elementor-widget elementor-widget-text-editor\" data-id=\"321df494\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<div><div><div><div>La siguiente l\u00ednea codifica todas las caras con \u201cface_encoding\u201d, generando otra vez un vector de 128 dimensiones, con el que al fin podremos comparar la cara entrenada anteriormente<\/div><\/div><\/div><\/div>\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<div class=\"elementor-element elementor-element-3cf869d elementor-widget elementor-widget-text-editor\" data-id=\"3cf869d\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre class=\"wp-block-code line-numbers language-py\"><code class=\" language-py\" lang=\"py\">face_encodings = face_recognition.face_encodings(rgb_small_frame, face_locations)\n<\/code><\/pre>\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<div class=\"elementor-element elementor-element-1b03287a elementor-widget elementor-widget-heading\" data-id=\"1b03287a\" data-element_type=\"widget\" id=\"casos\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">5. Comparar caras<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1530bad1 elementor-widget elementor-widget-text-editor\" data-id=\"1530bad1\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<div><div><div><div>Ya con el vector de la cara entrenada y el de las caras nuevas, usamos la funci\u00f3n \u201ccompare_faces\u201d. Esta parte del c\u00f3digo, toma cada cara nueva y la compara con las caras entrenadas, el resultado es una matriz de booleanos, que en orden devuelve un \u201cTrue\u201d\u00a0 por cada vez que haga match con una cara entrenada. Esta matriz la pasamos por otra funci\u00f3n que devuelve la distancia en un espacio eucl\u00eddeo entre los vectores, de esta manera, las caras mas parecidas estar\u00e1n m\u00e1s cercanas.<\/div><\/div><\/div><\/div>\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<div class=\"elementor-element elementor-element-567a1d9e elementor-widget elementor-widget-text-editor\" data-id=\"567a1d9e\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre class=\"wp-block-code line-numbers language-cpp\"><code class=\" language-cpp\" lang=\"cpp\">for face_encoding in face_encodings:\n           # compara las caras codificadas con las caras entrenadas\n           matches = face_recognition.compare_faces(known_face_encodings, face_encoding)\n           name = \"Unknown\"\n \n           # usa la distancia entre las caras para encontrar la mayor probabilidad de match\n           face_distances = face_recognition.face_distance(known_face_encodings, face_encoding)\n           best_match_index = np.argmin(face_distances)\n           if matches[best_match_index]:\n               name = known_face_names[best_match_index]\n \n           face_names.append(name)\n<\/code><\/pre>\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<div class=\"elementor-element elementor-element-3cb980e1 elementor-widget elementor-widget-text-editor\" data-id=\"3cb980e1\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<div><div><div><div><div><div><div>As\u00ed, el final dar\u00e1 como resultado que esa cara corresponder\u00e1 a un nombre previamente entrenado o \u201cunknow\u201d que ser\u00e1 desconocido.<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\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<div class=\"elementor-element elementor-element-e11b895 elementor-widget elementor-widget-heading\" data-id=\"e11b895\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font color=\"#000000\" face=\"Arial\"><span style=\"font-size: 21.3333px; font-weight: 300;\">6. Presentar los resultados<\/span><\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d86b49d elementor-widget elementor-widget-text-editor\" data-id=\"d86b49d\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<div><div><div><div><div><div><div><div>Para presentar los resultados, nos apoyamos de la librer\u00eda opencv, que nos servir\u00e1 para pintar cuadros y texto sobre el fotograma y mostrarlo en una ventana de visualizaci\u00f3n.<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\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<div class=\"elementor-element elementor-element-1ceded3 elementor-widget elementor-widget-text-editor\" data-id=\"1ceded3\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<pre class=\"wp-block-code line-numbers language-cpp\"><code class=\" language-cpp\" lang=\"cpp\">for (top, right, bottom, left), name in zip(face_locations, face_names):\n       # Escala nuevamente el fotograma a la resolucion original\n       top *= 4\n       right *= 4\n       bottom *= 4\n       left *= 4\n \n       # Dibuja un rectangulo al rededor del rostro\n       cv2.rectangle(frame, (left, top), (right, bottom), (0, 0, 255), 2)\n \n       # Dibuja el nombre del rostro encontrado\n       cv2.rectangle(frame, (left, bottom - 35), (right, bottom), (0, 0, 255), cv2.FILLED)\n       font = cv2.FONT_HERSHEY_DUPLEX\n       cv2.putText(frame, name, (left + 6, bottom - 6), font, 1.0, (255, 255, 255), 1)\n \n   # Muestra el resultado de la imagen\n   cv2.imshow('Video', frame)\n<\/code><\/pre>\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<div class=\"elementor-element elementor-element-dd83dca elementor-widget elementor-widget-text-editor\" data-id=\"dd83dca\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<div><div><div><div><div><div><div>Para correr el script simplemente es poner en la consola:<br \/>python face_recognition_tutorial.py<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-ffe4ce8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ffe4ce8\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-16 elementor-inner-column elementor-element elementor-element-4787ff8\" data-id=\"4787ff8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\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-16 elementor-inner-column elementor-element elementor-element-482dbde\" data-id=\"482dbde\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0fddca0 elementor-position-top elementor-vertical-align-top elementor-widget elementor-widget-image-box\" data-id=\"0fddca0\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/12\/Will.gif\"><img width=\"600\" height=\"336\" src=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/12\/Will.gif\" class=\"elementor-animation-grow attachment-large size-large\" alt=\"\" loading=\"lazy\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-description\">Foto de Will Smith como ejemplo<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\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-66 elementor-inner-column elementor-element elementor-element-2d91b4d\" data-id=\"2d91b4d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a78d20 elementor-widget elementor-widget-heading\" data-id=\"9a78d20\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font color=\"#000000\" face=\"Arial\"><span style=\"font-size: 21.3333px; font-weight: 300;\">7. Conclusiones<\/span><\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-84f17fd elementor-widget elementor-widget-text-editor\" data-id=\"84f17fd\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t\t<div><div><div><div><div><div><div>Este es un script muy sencillo de implementar donde nos muestra c\u00f3mo se han facilitado las barreras de entrada para las personas interesadas en machine learning o espec\u00edficamente reconocimiento facial. Este ejemplo asi como otros est\u00e1n en el repositorio original como \u201cexamples\u201d\u00a0<a style=\"font-size: 16px;\" href=\"https:\/\/github.com\/ageitgey\/face_recognition\">https:\/\/github.com\/ageitgey\/face_recognition<\/a><\/div><div>\u00a0<\/div><div>Si quieres profundizar mas, el autor de la librer\u00eda saco un articulo explicando m\u00e1s a fondo c\u00f3mo funciona la librer\u00eda:\u00a0<\/div><div><a href=\"https:\/\/medium.com\/@ageitgey\/machine-learning-is-fun-part-4-modern-face-recognition-with-deep-learning-c3cffc121d78\">https:\/\/medium.com\/@ageitgey\/machine-learning-is-fun-part-4-modern-face-recognition-with-deep-learning-c3cffc121d78<\/a><\/div><div>Lectura casi que obligatoria.<\/div><div>Adem\u00e1s de tener en cuenta la documentaci\u00f3n de la librer\u00eda para saber todas sus funciones:<\/div><div><a href=\"https:\/\/face-recognition.readthedocs.io\/en\/latest\/\">https:\/\/face-recognition.readthedocs.io\/en\/latest\/<\/a>\u00a0<\/div><div>Si llegaste hasta aqu\u00ed, felicidades espero que te haya servido este peque\u00f1o introductorio.<\/div><\/div><div>\u00a0<\/div><\/div><\/div><\/div><\/div><\/div>\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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-6a22582 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6a22582\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-a2d4da6\" data-id=\"a2d4da6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fed2b06 elementor-widget elementor-widget-heading\" data-id=\"fed2b06\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Descargar proyecto completo<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\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-inner-column elementor-element elementor-element-c0d8373\" data-id=\"c0d8373\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d30f23d elementor-button-success elementor-align-center elementor-tablet-align-left elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"d30f23d\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a href=\"https:\/\/github.com\/MrRomo\/Face-Recognition-es-Facil.git\" target=\"_blank\" class=\"elementor-button-link elementor-button elementor-size-md\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon elementor-align-icon-left\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-download\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Descargar codigo<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-2dea565a elementor-widget elementor-widget-spacer\" data-id=\"2dea565a\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-114c68ae elementor-widget elementor-widget-shortcode\" data-id=\"114c68ae\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div id=\"respond\" class=\"comment-respond\">\n\t\t<h3 id=\"reply-title\" class=\"comment-reply-title\">Deja una respuesta <small><a rel=\"nofollow\" id=\"cancel-comment-reply-link\" href=\"\/wp-json\/wp\/v2\/posts\/1083#respond\" style=\"display:none;\">Cancelar la respuesta<\/a><\/small><\/h3><form action=\"https:\/\/v3.ricardoromo.co\/wp-comments-post.php\" method=\"post\" id=\"commentform\" class=\"comment-form\"><p class=\"comment-notes\"><span id=\"email-notes\">Tu direcci\u00f3n de correo electr\u00f3nico no ser\u00e1 publicada.<\/span> Los campos obligatorios est\u00e1n marcados con <span class=\"required\">*<\/span><\/p><p class=\"comment-form-comment\"><label for=\"comment\">Comentario<\/label> <textarea id=\"comment\" name=\"comment\" cols=\"45\" rows=\"8\" maxlength=\"65525\" required=\"required\"><\/textarea><\/p><p class=\"comment-form-author\"><label for=\"author\">Nombre <span class=\"required\">*<\/span><\/label> <input id=\"author\" name=\"author\" type=\"text\" value=\"\" size=\"30\" maxlength=\"245\" required='required' \/><\/p>\n<p class=\"comment-form-email\"><label for=\"email\">Correo electr\u00f3nico <span class=\"required\">*<\/span><\/label> <input id=\"email\" name=\"email\" type=\"text\" value=\"\" size=\"30\" maxlength=\"100\" aria-describedby=\"email-notes\" required='required' \/><\/p>\n<p class=\"comment-form-url\"><label for=\"url\">Web<\/label> <input id=\"url\" name=\"url\" type=\"text\" value=\"\" size=\"30\" maxlength=\"200\" \/><\/p>\n<p class=\"comment-form-cookies-consent\"><input id=\"wp-comment-cookies-consent\" name=\"wp-comment-cookies-consent\" type=\"checkbox\" value=\"yes\" \/> <label for=\"wp-comment-cookies-consent\">Guarda mi nombre, correo electr\u00f3nico y web en este navegador para la pr\u00f3xima vez que comente.<\/label><\/p>\n<p class=\"form-submit\"><input name=\"submit\" type=\"submit\" id=\"submit\" class=\"submit\" value=\"Publicar el comentario\" \/> <input type='hidden' name='comment_post_ID' value='1083' id='comment_post_ID' \/>\n<input type='hidden' name='comment_parent' id='comment_parent' value='0' \/>\n<\/p><\/form>\t<\/div><!-- #respond -->\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-556b4028 elementor-widget elementor-widget-html\" data-id=\"556b4028\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3>Otros Posts:<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a2c8c5b elementor-grid-4 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-elementor-blog-posts\" data-id=\"7a2c8c5b\" data-element_type=\"widget\" data-settings=\"{&quot;columns&quot;:&quot;4&quot;,&quot;columns_tablet&quot;:&quot;2&quot;,&quot;columns_mobile&quot;:&quot;1&quot;}\" data-widget_type=\"elementor-blog-posts.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"wpcap-grid\">\n\t\t\t\t\t\t<div class=\"wpcap-grid-container elementor-grid wpcap-grid-desktop-4 wpcap-grid-tablet-2 wpcap-grid-mobile-1 grid-meta-bottom\">\n\n\t\t\t\t\n        <article id=\"post-1145\" class=\"wpcap-post post-1145 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\">\n         \n            <div class=\"post-grid-inner\">\n            \t\n            \t\t\t\t<div class=\"post-grid-thumbnail\">\n\t\t\t\t<a href=\"https:\/\/v3.ricardoromo.co\/2020\/5-canales-para-aprender-desarrollo-web-gratis\/\">\n\t\t\t\t\t<img width=\"768\" height=\"432\" src=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2020\/01\/Banner_canales_resultado_low-768x432.jpg\" class=\"attachment-medium_large size-medium_large wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2020\/01\/Banner_canales_resultado_low-768x432.jpg 768w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2020\/01\/Banner_canales_resultado_low-300x169.jpg 300w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2020\/01\/Banner_canales_resultado_low-1024x576.jpg 1024w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2020\/01\/Banner_canales_resultado_low.jpg 1280w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t<\/a>\n\t\t\t<\/div>\n        \n                <div class=\"post-grid-text-wrap\">\n               \t\t\t\t<h5 class=\"title\">\n\t\t\t<a href=\"https:\/\/v3.ricardoromo.co\/2020\/5-canales-para-aprender-desarrollo-web-gratis\/\">5 Canales para aprender desarrollo web gratis<\/a>\n\t\t<\/h5>\n\t\t\t                \t                                <\/div>\n\n                \t\t<div class=\"post-grid-meta\">\n\t\t\t\n\t\t\t\t<span class=\"post-author\">8 enero 2020<\/span>\n\n\t\t\t\t\t\t<\/div>\n\t\t\n            <\/div><!-- .blog-inner -->\n           \n        <\/article>\n\n        \n        <article id=\"post-1240\" class=\"wpcap-post post-1240 post type-post status-publish format-standard has-post-thumbnail hentry category-proyecto\">\n         \n            <div class=\"post-grid-inner\">\n            \t\n            \t\t\t\t<div class=\"post-grid-thumbnail\">\n\t\t\t\t<a href=\"https:\/\/v3.ricardoromo.co\/2020\/regalo-secreto-una-web-app-para-toda-la-familia\/\">\n\t\t\t\t\t<img width=\"768\" height=\"432\" src=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2020\/01\/Banner-Horizontal_low_resultado-768x432.jpg\" class=\"attachment-medium_large size-medium_large wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2020\/01\/Banner-Horizontal_low_resultado-768x432.jpg 768w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2020\/01\/Banner-Horizontal_low_resultado-300x169.jpg 300w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2020\/01\/Banner-Horizontal_low_resultado.jpg 800w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t<\/a>\n\t\t\t<\/div>\n        \n                <div class=\"post-grid-text-wrap\">\n               \t\t\t\t<h5 class=\"title\">\n\t\t\t<a href=\"https:\/\/v3.ricardoromo.co\/2020\/regalo-secreto-una-web-app-para-toda-la-familia\/\">Regalo Secreto &#8211; Juega Amigo Secreto online<\/a>\n\t\t<\/h5>\n\t\t\t                \t                                <\/div>\n\n                \t\t<div class=\"post-grid-meta\">\n\t\t\t\n\t\t\t\t<span class=\"post-author\">22 enero 2020<\/span>\n\n\t\t\t\t\t\t<\/div>\n\t\t\n            <\/div><!-- .blog-inner -->\n           \n        <\/article>\n\n        \n        <article id=\"post-1479\" class=\"wpcap-post post-1479 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\">\n         \n            <div class=\"post-grid-inner\">\n            \t\n            \t\t\t\t<div class=\"post-grid-thumbnail\">\n\t\t\t\t<a href=\"https:\/\/v3.ricardoromo.co\/2020\/7-librerias-para-python-que-deberias-conocer\/\">\n\t\t\t\t\t<img width=\"768\" height=\"432\" src=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2020\/03\/Banner-Horizontal-Librerias-Python-768x432.png\" class=\"attachment-medium_large size-medium_large wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2020\/03\/Banner-Horizontal-Librerias-Python-768x432.png 768w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2020\/03\/Banner-Horizontal-Librerias-Python-300x169.png 300w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2020\/03\/Banner-Horizontal-Librerias-Python-1024x576.png 1024w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2020\/03\/Banner-Horizontal-Librerias-Python.png 1280w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t<\/a>\n\t\t\t<\/div>\n        \n                <div class=\"post-grid-text-wrap\">\n               \t\t\t\t<h5 class=\"title\">\n\t\t\t<a href=\"https:\/\/v3.ricardoromo.co\/2020\/7-librerias-para-python-que-deberias-conocer\/\">7 Librer\u00edas para Python que deber\u00edas conocer<\/a>\n\t\t<\/h5>\n\t\t\t                \t                                <\/div>\n\n                \t\t<div class=\"post-grid-meta\">\n\t\t\t\n\t\t\t\t<span class=\"post-author\">6 marzo 2020<\/span>\n\n\t\t\t\t\t\t<\/div>\n\t\t\n            <\/div><!-- .blog-inner -->\n           \n        <\/article>\n\n        \n        <article id=\"post-719\" class=\"wpcap-post post-719 post type-post status-publish format-standard has-post-thumbnail hentry category-blog\">\n         \n            <div class=\"post-grid-inner\">\n            \t\n            \t\t\t\t<div class=\"post-grid-thumbnail\">\n\t\t\t\t<a href=\"https:\/\/v3.ricardoromo.co\/2018\/ai-for-future-equipo-ganador-del-ai-challenge-2018\/\">\n\t\t\t\t\t<img width=\"768\" height=\"388\" src=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/11\/AiChallenge-768x388.jpg\" class=\"attachment-medium_large size-medium_large wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/11\/AiChallenge-768x388.jpg 768w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/11\/AiChallenge-300x151.jpg 300w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/11\/AiChallenge-1024x517.jpg 1024w, https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/11\/AiChallenge.jpg 1032w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t<\/a>\n\t\t\t<\/div>\n        \n                <div class=\"post-grid-text-wrap\">\n               \t\t\t\t<h5 class=\"title\">\n\t\t\t<a href=\"https:\/\/v3.ricardoromo.co\/2018\/ai-for-future-equipo-ganador-del-ai-challenge-2018\/\">AI For Future equipo Ganador del AI Challenge 2018<\/a>\n\t\t<\/h5>\n\t\t\t                \t                                <\/div>\n\n                \t\t<div class=\"post-grid-meta\">\n\t\t\t\n\t\t\t\t<span class=\"post-author\">27 noviembre 2018<\/span>\n\n\t\t\t\t\t\t<\/div>\n\t\t\n            <\/div><!-- .blog-inner -->\n           \n        <\/article>\n\n        \n\t\t\t<\/div>\t\t\t      \t\t\t\t\t\t               \n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\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-588bc7f3 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"588bc7f3\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;,&quot;shape_divider_bottom&quot;:&quot;mountains&quot;}\">\n\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-126fbc3d\" data-id=\"126fbc3d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-463751a2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"463751a2\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-4d904975\" data-id=\"4d904975\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-12e25623 elementor-widget elementor-widget-image\" data-id=\"12e25623\" 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<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img width=\"300\" height=\"279\" src=\"https:\/\/v3.ricardoromo.co\/wp-content\/uploads\/2019\/11\/Logo-Para-Trailers-2_resultado-300x279.jpg\" class=\"attachment-medium size-medium\" alt=\"\" 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class=\"elementor-heading-title elementor-size-default\">Ricardo Romo<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-cb254f9 elementor-widget elementor-widget-spacer\" data-id=\"cb254f9\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ba3c138 elementor-shape-circle e-grid-align-left elementor-grid-0 elementor-widget elementor-widget-social-icons\" data-id=\"2ba3c138\" data-element_type=\"widget\" data-widget_type=\"social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-social-icons-wrapper 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class=\"elementor-screen-only\">Instagram<\/span>\n\t\t\t\t\t\t<i class=\"fab fa-instagram\"><\/i>\t\t\t\t\t<\/a>\n\t\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\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-f819008\" data-id=\"f819008\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-76696d9c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"76696d9c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-38215b15\" data-id=\"38215b15\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7ee91b1d elementor-widget elementor-widget-heading\" data-id=\"7ee91b1d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Mapa del sitio<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-55e539f3 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"55e539f3\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li 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m\u00ed<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\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-inner-column elementor-element elementor-element-72d6b57a\" data-id=\"72d6b57a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5666c818 elementor-widget elementor-widget-heading\" data-id=\"5666c818\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Contacto<\/h5>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bf5990a elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"2bf5990a\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-mail-bulk\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">email : jricardoromo21@gmail.com<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Aprende a implementar en 10 minutos un modelo para aplicar reconocimiento facial a fotos y videos con 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