{"id":16442,"date":"2024-10-07T18:14:45","date_gmt":"2024-10-07T18:14:45","guid":{"rendered":"https:\/\/letsprototype.com\/?page_id=16442"},"modified":"2026-04-08T22:58:37","modified_gmt":"2026-04-08T22:58:37","slug":"matching-learning-prototypes-for-sports","status":"publish","type":"page","link":"https:\/\/letsprototype.com\/en\/matching-learning-prototypes-for-sports\/","title":{"rendered":"Machine Learning Prototypes for Sports."},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"16442\" class=\"elementor elementor-16442\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-53bead4 elementor-section-full_width elementor-section-height-min-height elementor-section-height-default elementor-section-items-middle\" data-id=\"53bead4\" 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-6f9ba962\" data-id=\"6f9ba962\" 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-5e429c6 elementor-widget elementor-widget-heading\" data-id=\"5e429c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Especialistas en prototipos con machine learning<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7ce9838c elementor-headline--style-rotate elementor-widget__width-initial elementor-widget elementor-widget-animated-headline\" data-id=\"7ce9838c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;headline_style&quot;:&quot;rotate&quot;,&quot;animation_type&quot;:&quot;flip&quot;,&quot;rotating_text&quot;:&quot;recolectores\\ndata set\\nmodelos supervisados\\n\\n&quot;,&quot;loop&quot;:&quot;yes&quot;,&quot;rotate_iteration_delay&quot;:2500}\" data-widget_type=\"animated-headline.default\">\n\t\t\t\t\t\t\t<h2 class=\"elementor-headline elementor-headline-animation-type-flip\">\n\t\t\t\t\t<span class=\"elementor-headline-plain-text elementor-headline-text-wrapper\">Desarrollo de <\/span>\n\t\t\t\t<span class=\"elementor-headline-dynamic-wrapper elementor-headline-text-wrapper\">\n\t\t\t\t\t<span class=\"elementor-headline-dynamic-text elementor-headline-text-active\">\n\t\t\t\trecolectores\t\t\t<\/span>\n\t\t\t\t\t<span class=\"elementor-headline-dynamic-text\">\n\t\t\t\tdata&nbsp;set\t\t\t<\/span>\n\t\t\t\t\t<span class=\"elementor-headline-dynamic-text\">\n\t\t\t\tmodelos&nbsp;supervisados\t\t\t<\/span>\n\t\t\t\t\t<span class=\"elementor-headline-dynamic-text\">\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<span class=\"elementor-headline-dynamic-text\">\n\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/span>\n\t\t\t\t<\/h2>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32d8395d elementor-widget elementor-widget-spacer\" data-id=\"32d8395d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\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 class=\"elementor-element elementor-element-2f0b35b elementor-widget elementor-widget-text-editor\" data-id=\"2f0b35b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>\u00bfQu\u00e9 es el <strong>Machine Learning<\/strong> y para qu\u00e9 sirve?\u00a0<\/li><li>Casos de uso: <strong>prototipos con Machine Learning<\/strong>.\u00a0<\/li><li>M\u00e9todos para desarrollar <strong>productos con Machine Learning<\/strong>.\u00a0<\/li><\/ul>\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-50 elementor-top-column elementor-element elementor-element-40f7bc3d\" data-id=\"40f7bc3d\" 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-4c85c869 elementor-widget elementor-widget-spacer\" data-id=\"4c85c869\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\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 class=\"elementor-element elementor-element-69581034 elementor-widget elementor-widget-eael-feature-list\" data-id=\"69581034\" data-element_type=\"widget\" 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invento<\/p>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t<\/ul>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-896e831 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"896e831\" 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-b3d4ffe\" data-id=\"b3d4ffe\" 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-88f5025 elementor-widget elementor-widget-spacer\" data-id=\"88f5025\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\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\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-09a58d6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"09a58d6\" 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-8a87bf8\" data-id=\"8a87bf8\" 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-a272158 elementor-widget elementor-widget-spacer\" data-id=\"a272158\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\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 class=\"elementor-element elementor-element-e3559d5 elementor-widget elementor-widget-heading\" data-id=\"e3559d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u00bfQu\u00e9 es el Machine Learning? <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e139a3 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"8e139a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e50252 elementor-widget elementor-widget-text-editor\" data-id=\"1e50252\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>El <strong>machine learning<\/strong> es un tipo de inteligencia artificial. Se habla de <strong>machine learning<\/strong> cuando tiene lugar un proceso de aprendizaje de una m\u00e1quina, a trav\u00e9s de algoritmos entrenados que pueden ganar riqueza en el tiempo.\u00a0<\/p>\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-50 elementor-top-column elementor-element elementor-element-69d2b1e\" data-id=\"69d2b1e\" 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-a4c6302 elementor-widget elementor-widget-image\" data-id=\"a4c6302\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2025\/05\/pulserasIcono-1024x576.png\" class=\"attachment-large size-large wp-image-29505\" alt=\"pulseras padel IA\" srcset=\"https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2025\/05\/pulserasIcono-1024x576.png 1024w, https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2025\/05\/pulserasIcono-300x169.png 300w, https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2025\/05\/pulserasIcono-768x432.png 768w, https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2025\/05\/pulserasIcono-18x10.png 18w, https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2025\/05\/pulserasIcono.png 1080w\" 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\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-69d3b41 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"69d3b41\" 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-3ce4731\" data-id=\"3ce4731\" 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-3457527 elementor-widget elementor-widget-heading\" data-id=\"3457527\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Principales Machine Learning <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b47f7a5 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b47f7a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\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\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-d69d210 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d69d210\" 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-33 elementor-top-column elementor-element elementor-element-8005a51\" data-id=\"8005a51\" 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-8bbdba5 elementor-widget elementor-widget-heading\" data-id=\"8bbdba5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Machine Learning Supervisado<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d738de9 elementor-widget elementor-widget-text-editor\" data-id=\"d738de9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Algoritmos entrenados\u00a0 en base a datos de entrada y los resultados correctos. Las m\u00e1quinas aprenden a identificar resultados correctos en funci\u00f3n de las combinaciones dede datos que reciben.\u00a0<\/p>\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-top-column elementor-element elementor-element-f58f9ab\" data-id=\"f58f9ab\" 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-f6a530a elementor-widget elementor-widget-heading\" data-id=\"f6a530a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Machine Learning No Supervisado<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44afa33 elementor-widget elementor-widget-text-editor\" data-id=\"44afa33\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>El entrenamiento de <strong>algoritmos no supervisados<\/strong> se basan en los datos de entrada y en la capacidad de interpretar patrones. No se entrenan los resultados que son o no correctos.\u00a0<\/p>\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-top-column elementor-element elementor-element-2eeb6f1\" data-id=\"2eeb6f1\" 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-1571fa3 elementor-widget elementor-widget-heading\" data-id=\"1571fa3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Machine Learning por Refuerzo<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b539228 elementor-widget elementor-widget-text-editor\" data-id=\"b539228\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Se trata del sistemas de inteligencia artificial que aprenden mediante ciclos de prueba y error. El muy \u00fatil en el desarrollo de robots con funciones complejas.\u00a0<\/p>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9d9782b elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9d9782b\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-557b076d\" data-id=\"557b076d\" 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-5e61329b elementor-widget elementor-widget-heading\" data-id=\"5e61329b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Hablemos de tu proyecto <\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49b4906c elementor-widget elementor-widget-text-editor\" data-id=\"49b4906c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Somos conscientes de la importancia que tiene proteger la informaci\u00f3n, por esta raz\u00f3n s\u00f3lo te pedimos detalles superficiales y b\u00e1sicos que nos permitan asignar tu proyecto internamente.<\/p>\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-50 elementor-top-column elementor-element elementor-element-6580e931\" data-id=\"6580e931\" 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-2a74ff9c elementor-align-center elementor-mobile-align-left elementor-widget__width-initial elementor-widget elementor-widget-button\" data-id=\"2a74ff9c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM1Mjg1IiwidG9nZ2xlIjpmYWxzZX0%3D\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Hablemos<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f4d7a3f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f4d7a3f\" 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-1925e5b\" data-id=\"1925e5b\" 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-148f9aa elementor-widget elementor-widget-spacer\" data-id=\"148f9aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\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 class=\"elementor-element elementor-element-ee5c618 elementor-widget elementor-widget-heading\" data-id=\"ee5c618\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Desarrollo de prototipos con machine learning <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fbf3463 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"fbf3463\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\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\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-b4e5804 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b4e5804\" 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-37a1f13\" data-id=\"37a1f13\" 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-f1cf973 elementor-widget elementor-widget-text-editor\" data-id=\"f1cf973\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>El dise\u00f1o y <strong>desarrollo de prototipos machine learning<\/strong> debe verse como un proceso complejo donde conviven: los <strong>modelos matem\u00e1ticos<\/strong> avanzados, la tecnolog\u00eda, la electr\u00f3nica y, sobre todo, debe estar presente la experiencia de expertos en el sector donde se pretende innovar.<\/p><p>No es posible <a href=\"https:\/\/letsprototype.com\/diseno-y-fabricacion-de-prototipos\/\"><strong>desarrollar un prototipo<\/strong><\/a> o <strong>producto innovador con machine learning<\/strong>, capacidad de diagnosticar de forma inteligente y brindar <strong>predicciones basadas en modelos matem\u00e1ticos<\/strong>, si no se ha entrenado correctamente con un patr\u00f3n, que adem\u00e1s, debe estar condicionado por expertos en la materia. En el presente <strong><a href=\"https:\/\/letsprototype.com\/ejemplos-de-prototipos\/\">ejemplo de prototipo<\/a> machine learning<\/strong> \u00ab<strong>Baseball Analyticts<\/strong>\u00bb podr\u00e1n analizar los motivos de estas afirmaciones.\u00a0<\/p>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8ef8354 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8ef8354\" 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-b9f0bf6\" data-id=\"b9f0bf6\" 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-78acb0f elementor-widget elementor-widget-heading\" data-id=\"78acb0f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Prototipos para el deporte con IA | Machine Learning<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2387a8 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"f2387a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-844d722 elementor-widget elementor-widget-text-editor\" data-id=\"844d722\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Los<strong> prototipos de pulseras inteligentes<\/strong> para deportes de raqueta, han sido entrenadas mediante t\u00e9cnicas de <strong>machine learning supervisado<\/strong>. Se trata de un wearable capaz de identificar diversos tipos de golpes t\u00e9cnicos de estos deportes. La pulsera no solo identifica los movimientos, sino que es capaz de enviarlos de forma ordenada a una interfaz app m\u00f3vil.\u00a0\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd2ed2f elementor-align-center elementor-widget elementor-widget-button\" data-id=\"fd2ed2f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/letsprototype.com\/prototipos-universo-hit-x-para-padel\/\">\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\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-arrow-alt-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 256C504 119 393 8 256 8S8 119 8 256s111 248 248 248 248-111 248-248zm-448 0c0-110.5 89.5-200 200-200s200 89.5 200 200-89.5 200-200 200S56 366.5 56 256zm72 20v-40c0-6.6 5.4-12 12-12h116v-67c0-10.7 12.9-16 20.5-8.5l99 99c4.7 4.7 4.7 12.3 0 17l-99 99c-7.6 7.6-20.5 2.2-20.5-8.5v-67H140c-6.6 0-12-5.4-12-12z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Padel - Machine Learning<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-872b874 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"872b874\" 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-3bd4299\" data-id=\"3bd4299\" 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-5c9d314 elementor-widget elementor-widget-heading\" data-id=\"5c9d314\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Baseball Analytics: Desarrollo con machine learning.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d89713d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"d89713d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\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\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-297c945 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"297c945\" 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-14da832\" data-id=\"14da832\" 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-cd31205 elementor-widget elementor-widget-text-editor\" data-id=\"cd31205\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><b>Baseball analytics<\/b><span style=\"font-weight: 400;\"> es solo uno de los <\/span>ejemplos de prototipos<span style=\"font-weight: 400;\"> basados en <strong>tecnolog\u00eda de <\/strong><\/span><strong>Machine Learning<\/strong><span style=\"font-weight: 400;\">, cada vez m\u00e1s frecuentes en nuestro laboratorio de <\/span><a href=\"https:\/\/letsprototype.com\/diseno-productos\/\"><b>dise\u00f1o de productos tecnol\u00f3gicos<\/b><\/a><span style=\"font-weight: 400;\">. Lo cierto es que, nuestros principales clientes de <\/span><a href=\"https:\/\/letsprototype.com\/prototipos-iot\/\"><b>desarrollo de productos IOT a medida<\/b><\/a><span style=\"font-weight: 400;\">, as\u00ed como elementos <\/span><b>wearable a medida<\/b><span style=\"font-weight: 400;\">, son empresas del deporte que pretenden marcar la diferencia en el mercado a trav\u00e9s de <\/span><span style=\"font-weight: 400;\"><b><a href=\"https:\/\/letsprototype.com\/\">prototipos inteligentes<\/a>.<\/b><\/span><\/p><p><span style=\"font-weight: 400;\">En este <\/span><b>ejemplo de prototipo<\/b><span style=\"font-weight: 400;\"> concreto, \u00ab<\/span><b>Baseball Analytics\u00bb<\/b><span style=\"font-weight: 400;\">, el objetivo inicial de los inventores era:<\/span><\/p><p><a href=\"https:\/\/letsprototype.com\/\"><span style=\"font-weight: 400;\">Conseguir un <\/span><b>producto novedoso y barato<\/b><\/a><span style=\"font-weight: 400;\">, que brindara un an\u00e1lisis cuantitativo fundamental del swing de los bateadores ante diferentes escenarios para as\u00ed, poder estudiar los movimientos, m\u00e9tricas del movimiento mec\u00e1nico y emitir instrucciones que permitieran corregir malas pr\u00e1cticas en el desarrollo de sus pr\u00e1cticas de bateo.\u00a0\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Se trata de un objetivo frecuente en los<\/span><b> ejemplos de productos IOT<\/b><span style=\"font-weight: 400;\"> con capacidad <\/span><b>Machine Learning<\/b><span style=\"font-weight: 400;\"> que hemos desarrollado en <\/span><a href=\"https:\/\/letsprototype.com\/\"><b>Let\u00b4s Prototype<\/b><\/a><span style=\"font-weight: 400;\"> para otros deportes, concretamente deportes de raqueta, como el Tenis y el Padel.<\/span><\/p><p><span style=\"font-weight: 400;\">Partiendo de nuestra experiencia dise\u00f1ando <\/span><b>productos wearables a medida<\/b><span style=\"font-weight: 400;\">, hemos propuesto el <\/span><b>desarrollo de una pulsera<\/b><span style=\"font-weight: 400;\">,<\/span><span style=\"font-weight: 400;\">\u00a0capaz de gestionar un grupo de sensores que arrojan pistas muy relevantes y precisas sobre el trazo del <\/span><b>movimiento mec\u00e1nico<\/b><span style=\"font-weight: 400;\"> realizado. Adem\u00e1s, de los datos recogidos por el <\/span><b>dispositivo Wearable IOT<\/b><span style=\"font-weight: 400;\">, se consigui\u00f3 la recogida\u00a0 otros datos personales, f\u00edsicos, de peso, etc\u2026 a trav\u00e9s de una <\/span>app desarrollada a medida<span style=\"font-weight: 400;\">, que permite a su vez completar el patr\u00f3n de comportamiento de los deportistas en diferentes escenarios.<\/span><\/p><p><span style=\"font-weight: 400;\">Una vez calibrado el <\/span><b>modelo matem\u00e1tico<\/b><span style=\"font-weight: 400;\"> para el <strong>sistema de m<\/strong><\/span><strong>achine learning<\/strong><span style=\"font-weight: 400;\">, desarrollado exclusivamente para este prototipo, se parametrizan los datos de tipos de movimientos correctos, as\u00ed como la capacidad de comparar los datos descriptivos de los movimientos mec\u00e1nicos ejecutados por el bateador, con datos de bateadores que, con caracter\u00edsticas f\u00edsicas muy similares, consiguen resultados muy relevantes en el baseball.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">De esta forma, en la <\/span><b>app m\u00f3vil<\/b><span style=\"font-weight: 400;\">, usuarios de<\/span><b> Baseball Analytics<\/b><span style=\"font-weight: 400;\"> y sus entrenadores, son capaces de ver de forma gr\u00e1fica, las diferencias y porcentaje de similitud entre sus movimientos mec\u00e1nicos y el de peloteros profesionales con resultados y t\u00e9cnicas de bateo muy refinadas.\u00a0<\/span><\/p>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a7435f4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a7435f4\" 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-9eccdd9\" data-id=\"9eccdd9\" 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-2e108c7 elementor-blockquote--skin-boxed elementor-blockquote--button-view-text elementor-blockquote--button-skin-link elementor-widget elementor-widget-blockquote\" data-id=\"2e108c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\"El desarrollo de prototipos machine learning de calidad, requiere un equipo altamente capacitado, con especializaci\u00f3n en: Matem\u00e1tica, electr\u00f3nica, dise\u00f1o industrial, ingenier\u00eda mec\u00e1nica, programaci\u00f3n software y telecomunicaciones. Intentar fabricar un prototipo machine learning sin estos profesionales, solo nos llevar\u00e1 a una propuesta poco competente y con escasas posibilidades de \u00e9xito\"\t\t\t<\/p>\n\t\t\t\t\t\t\t<div class=\"e-q-footer\">\n\t\t\t\t\t\t\t\t\t\t\t<cite class=\"elementor-blockquote__author\">Erick Remedios <\/cite>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/twitter.com\/intent\/tweet?text=%22El+desarrollo+de+prototipos+machine+learning+de+calidad%2C+requiere+un+equipo+altamente+capacitado%2C+con+especializaci%5Cu00f3n+en%3A+Matem%5Cu00e1tica%2C+electr%5Cu00f3nica%2C+dise%5Cu00f1o+industrial%2C+ingenier%5Cu00eda+mec%5Cu00e1nica%2C+programaci%5Cu00f3n+software+y+telecomunicaciones.+Intentar+fabricar+un+prototipo+machine+learning+sin+estos+profesionales%2C+solo+nos+llevar%5Cu00e1+a+una+propuesta+poco+competente+y+con+escasas+posibilidades+de+%5Cu00e9xito%22+%E2%80%94+Erick+Remedios+Mui%C3%B1os&amp;via=Erick%20Remedios%20\" class=\"elementor-blockquote__tweet-button\" target=\"_blank\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-blockquote__tweet-label\"><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/blockquote>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-35d3e3b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"35d3e3b\" 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-49d34d9\" data-id=\"49d34d9\" 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-711910c elementor-widget elementor-widget-spacer\" data-id=\"711910c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\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 class=\"elementor-element elementor-element-4cd4e33 elementor-widget elementor-widget-heading\" data-id=\"4cd4e33\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Desarrollo de productos con machine learning y soluciones IOT para mejorar el deporte. <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3bfd0aa elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"3bfd0aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2667e19 elementor-widget elementor-widget-text-editor\" data-id=\"2667e19\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Como ya sabes, cuando hablamos de <\/span>dispositivos IOT<span style=\"font-weight: 400;\">, nos referimos a la capacidad que tiene el invento de conectarse con la nube, y enviar a trav\u00e9s de un sistema de telecomunicaciones, los datos que son recogidos en el terreno. De esta forma, con los datos fiables en un servidor, pueden desarrollarse m\u00faltiples funciones que se transformen en valor para los usuarios. Por ejemplo, en este caso, la capacidad del <\/span><b>prototipo de pulsera inteligente<\/b><span style=\"font-weight: 400;\"> Baseball Analytics, de recopilar datos fiables y emitirlos a la nube, es posible establecer una comparaci\u00f3n mediante un sistema de <\/span><b>machine learning<\/b><span style=\"font-weight: 400;\">, que se basa en movimientos pre grabados, que corresponden a modelos muy correctos y depurados, para as\u00ed, emitir en tiempo real un feedback o informaci\u00f3n, que aporta valor sustancial a los deportistas y a sus entrenadores.\u00a0<\/span><\/p>\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-50 elementor-top-column elementor-element elementor-element-8829f36\" data-id=\"8829f36\" 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-14663f3 elementor-widget elementor-widget-spacer\" data-id=\"14663f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\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 class=\"elementor-element elementor-element-8423eaf elementor-widget elementor-widget-spacer\" data-id=\"8423eaf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\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 class=\"elementor-element elementor-element-ab2c622 elementor-widget elementor-widget-image\" data-id=\"ab2c622\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2025\/05\/segurimaxIcono-1024x576.png\" class=\"attachment-large size-large wp-image-28556\" alt=\"Machine Learning\" srcset=\"https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2025\/05\/segurimaxIcono-1024x576.png 1024w, https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2025\/05\/segurimaxIcono-300x169.png 300w, https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2025\/05\/segurimaxIcono-768x432.png 768w, https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2025\/05\/segurimaxIcono-18x10.png 18w, https:\/\/cdn.letsprototype.com\/wp-content\/uploads\/2025\/05\/segurimaxIcono.png 1080w\" 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\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-62e4484 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"62e4484\" 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-e56c5de\" data-id=\"e56c5de\" 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-125e0de elementor-widget elementor-widget-spacer\" data-id=\"125e0de\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\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\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-df81495 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"df81495\" 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-ac0f1b4\" data-id=\"ac0f1b4\" 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-a34a62f elementor-widget elementor-widget-heading\" data-id=\"a34a62f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">5 tips que fueron clave para la etapa de Machine Learning en prototipado.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-93f2fdf elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"93f2fdf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec90b8b elementor-widget elementor-widget-heading\" data-id=\"ec90b8b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Datos Multimodales para machine learning:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a30da32 elementor-widget elementor-widget-text-editor\" data-id=\"a30da32\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">En los <\/span><a href=\"https:\/\/letsprototype.com\/prototipos-iot\/\"><strong>proyectos de IoT<\/strong><\/a> <span style=\"font-weight: 400;\">y <\/span><b>sistemas de Machine learning<\/b><span style=\"font-weight: 400;\">, para el deporte, u otros <\/span><b>sectores donde el Machine learning est\u00e1 representando una aut\u00e9ntica revoluci\u00f3n<\/b><span style=\"font-weight: 400;\">, es fundamental el estudio previo sobre<\/span><b> datos multimodales <\/b><span style=\"font-weight: 400;\">que pueden mejorar los resultados del <\/span><b>modelo de MAchine Learning<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">Con <\/span><b>datos multimodales<\/b><span style=\"font-weight: 400;\">, nos referimos a datos provenientes de diferentes fuentes, vinculadas o no al mismo dispositivo wearable, pero s\u00ed contemplado en la misma arquitectura hardware. Por ejemplo, en este ejemplo concreto de <\/span><b>Baseball analytics<\/b><span style=\"font-weight: 400;\">, se determin\u00f3 que los datos f\u00edsicos solicitados a trav\u00e9s de la app, as\u00ed como otros datos ambientales, captados por el propio <\/span><b>prototipo wearable<\/b><span style=\"font-weight: 400;\">, es fundamental para conseguir un an\u00e1lisis de comportamiento m\u00e1s preciso.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b02fd4 elementor-widget elementor-widget-heading\" data-id=\"3b02fd4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Machine Learning din\u00e1mico:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c693994 elementor-widget elementor-widget-text-editor\" data-id=\"c693994\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Los<\/span><b> sistemas de machine learning<\/b><span style=\"font-weight: 400;\"> que normalmente solicitan nuestros clientes, para<\/span><b> desarrollar prototipos<\/b><span style=\"font-weight: 400;\">, se basan en <\/span><b>modelos matem\u00e1ticos b\u00e1sicos<\/b><span style=\"font-weight: 400;\"> que permiten captar datos cr\u00edticos para determinada pr\u00e1ctica, para luego compararlo con datos modelos o de referencia, de forma que se puedan realizar diagn\u00f3sticos comparativos. Diagn\u00f3sticos que pueden adem\u00e1s tener en cuenta otros datos que influyen en la pr\u00e1ctica, como antes explicamos, en la definici\u00f3n de <\/span><b>datos multimodales<\/b><span style=\"font-weight: 400;\"> para <b>Machine<\/b><\/span><b>\u00a0learning<\/b><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Algunos clientes de nuestro<\/span><b> laboratorio de dise\u00f1o<\/b><span style=\"font-weight: 400;\"> y<\/span><b> desarrollo de productos wearables inteligentes<\/b><span style=\"font-weight: 400;\">, solicitan ir un paso m\u00e1s all\u00e1 con el dise\u00f1o y <\/span><b>desarrollo de modelos de<\/b><strong>Machine learning<\/strong><span style=\"font-weight: 400;\">, como ha sido el caso de <\/span><b>Baseball Analytics<\/b><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">El cliente en este caso requer\u00eda que el <\/span><b>modelo de Machine Learning<\/b><span style=\"font-weight: 400;\"> fuera capaz de adaptarse a cada usuario seg\u00fan sus necesidades concretas y diagn\u00f3sticos realizados en las pr\u00e1cticas con <\/span><b>uso del prototipo<\/b><span style=\"font-weight: 400;\">. Para este reto de lo que definimos como <\/span><b>modelo de Machine learning<\/b><span style=\"font-weight: 400;\"> din\u00e1mico, <\/span><b>desarrollamos modelos de Deep Learning<\/b><span style=\"font-weight: 400;\">, basado en <\/span><b>redes neuronales sistem\u00e1ticas<\/b><span style=\"font-weight: 400;\">, para lo que fue viable el <\/span><b>uso de RNN<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0886d1c elementor-widget elementor-widget-heading\" data-id=\"0886d1c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Dise\u00f1o y desarrollo de modelos de Machine learning predictivos:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3934414 elementor-widget elementor-widget-text-editor\" data-id=\"3934414\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Adem\u00e1s del sistema de <\/span><b>an\u00e1lisis comparativo de datos<\/b><span style=\"font-weight: 400;\">, que pudo concluirse con el <\/span><b>desarrollo del modelo de Machine learning<\/b><span style=\"font-weight: 400;\"> para deporte, desarrollado en este caso a medida para el mundo del baseball, fue posible establecer un <\/span><b>an\u00e1lisis predictivo<\/b><span style=\"font-weight: 400;\">, aprovechando los datos ya recopilados. Seg\u00fan algunos par\u00e1metros cr\u00edticos analizados en el movimiento, se ha determinado una relaci\u00f3n que permite identificar momentos en el que los atletas est\u00e1n m\u00e1s o menos desconcentrados, previendo adem\u00e1s los momentos id\u00f3neos para que puedan obtener su m\u00e1ximo rendimiento. De esta forma, los entrenadores no solo pueden trabajar en corregir los movimientos de sus deportistas, sino que pueden apoyarse en unos u otros en funci\u00f3n de un grupo de condiciones, de forma que esto les permite ganar m\u00e1s partidos.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be41da4 elementor-widget elementor-widget-heading\" data-id=\"be41da4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Machine learning con resultados en tiempo real:<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-227f022 elementor-widget elementor-widget-text-editor\" data-id=\"227f022\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Unos de los tips muy relevantes que hemos identificado en el <\/span><b>desarrollo de prototipos con Machine learning<\/b><span style=\"font-weight: 400;\">, o que se apoyan en este tipo de <\/span><b>modelos de an\u00e1lisis de datos<\/b><span style=\"font-weight: 400;\">, es la capacidad que van a tener los modelos de entrenamientos de responder de forma inmediata, factor que es fundamental en la mayor\u00eda de <\/span><b>proyectos de Machine learning<\/b><span style=\"font-weight: 400;\"> para el deporte que hemos dise\u00f1ado y fabricado como <strong>p<\/strong><\/span><strong>rototipo en <a href=\"https:\/\/letsprototype.com\/\">Let\u00b4s Prototype<\/a><\/strong><span style=\"font-weight: 400;\">. Este an\u00e1lisis experimental se llevar\u00e1 a cabo de forma previa, de forma que se condicione la<\/span><b> latencia de los elementos hardware <\/b><span style=\"font-weight: 400;\">id\u00f3neos para <\/span><b>el prototipo<\/b><span style=\"font-weight: 400;\"> antes de comenzar el proceso de recopilaci\u00f3n de datos para el <\/span><b>dise\u00f1o del modelos de Machine learning<\/b><span style=\"font-weight: 400;\">.\u00a0<\/span><b><\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1264c11 elementor-widget elementor-widget-heading\" data-id=\"1264c11\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">L\u00f3gica de comparaci\u00f3n con metodolog\u00edas avanzadas de machine learning:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-adf4fb1 elementor-widget elementor-widget-text-editor\" data-id=\"adf4fb1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Normalmente los <\/span><b>desarrolladores de proyectos con Machine learning<\/b><span style=\"font-weight: 400;\">, observan el <\/span><b>sistema de an\u00e1lisis de datos<\/b><span style=\"font-weight: 400;\"> y comparaciones diagn\u00f3sticas como un todo. Tras acumular experiencia en el desarrollo de modelos de <\/span><b>predicci\u00f3n con modelos matem\u00e1ticos<\/b><span style=\"font-weight: 400;\"> a medida, para diferentes <\/span><b>prototipos del mundo del deporte<\/b><span style=\"font-weight: 400;\">, se determina que parcializar los an\u00e1lisis es una t\u00e9cnica que brinda muy buenos resultados. En este <\/span><b>ejemplo de prototipo<\/b><span style=\"font-weight: 400;\"> concreto, el an\u00e1lisis captado por la pulsera inteligente fue dividido en tres fases fundamentales: preparaci\u00f3n, contacto y seguimiento. De esta forma, el an\u00e1lisis comparativo por fases es mucho m\u00e1s espec\u00edfico y aporta a\u00fan m\u00e1s valor a los usuarios. En este caso, los entrenadores con el <\/span><b>prototipo Machine learning<\/b><span style=\"font-weight: 400;\">, no solo pueden determinar comparaciones completas sobre un movimiento mec\u00e1nico, sino que pueden corregirlo de forma parcial y evolutiva, lo que se traduce en un entrenamiento m\u00e1s eficiente, enfocado a objetivos y con resultados contrastables de forma m\u00e1s inmediata, que es en definitiva una herramienta de motivaci\u00f3n clave para los deportistas.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d98d721 elementor-widget elementor-widget-heading\" data-id=\"d98d721\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">An\u00e1lisis previo al desarrollo de un algoritmo de Machine Learning<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c4677ce elementor-widget elementor-widget-text-editor\" data-id=\"c4677ce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Como consejo general, es importante que desde la posici\u00f3n de inventor, o departamento de innovaci\u00f3n de una empresa, comprendas que antes de <\/span><b>plantear un modelo de Machine learning para el deporte<\/b><span style=\"font-weight: 400;\">, hay un grupo de decisiones que deber\u00e1n tomarse de forma conjunta y tras el desarrollo de algunos experimentos. Esta etapa de investigaci\u00f3n es fundamental para poder <\/span><b>desarrollar productos de Machine learning<\/b><span style=\"font-weight: 400;\"> que aporten un valor real y te permitan diferenciar realmente el prototipo de la competencia.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">En este ejemplo de prototipos, el departamento de innovaci\u00f3n de nuestro cliente, ten\u00eda muy clara la posibilidad de analizar el movimiento mediante datos tomados de los brazos del bateador en el propio <\/span><b>movimiento mec\u00e1nico<\/b><span style=\"font-weight: 400;\">, pero, por ejemplo, no ten\u00eda en cuenta que:<\/span><\/p><p><span style=\"font-weight: 400;\">Captar los datos y limpiarlos por etapas del propio movimiento, increment\u00f3 en m\u00e1s de 80% la <\/span><b>fiabilidad del modelo matem\u00e1tico<\/b><span style=\"font-weight: 400;\">. Cifras que fueron demostradas con el uso de la <\/span><b>primera versi\u00f3n de un prototipo funcional<\/b><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Durante el proceso de<\/span><b> dise\u00f1o de un proyecto de Machine learning<\/b><span style=\"font-weight: 400;\">, es fundamental la conversaci\u00f3n no tecnol\u00f3gica con los expertos en la materia. De este tipo de an\u00e1lisis suelen definirse algunos par\u00e1metros cuantificables que pueden complementar el an\u00e1lisis y permitir mayor nivel de fiabilidad, as\u00ed como nacimiento de sistemas predictivos, que tanto valor aportan a este<\/span><b> tipo de prototipos<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c09ae38 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c09ae38\" 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-46bf40c\" data-id=\"46bf40c\" 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-b959281 elementor-widget elementor-widget-spacer\" data-id=\"b959281\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\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 class=\"elementor-element elementor-element-c891786 elementor-widget elementor-widget-menu-anchor\" data-id=\"c891786\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"cta\"><\/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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-568e9cd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"568e9cd\" 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-e637cd6\" data-id=\"e637cd6\" 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-69e4547 elementor-widget elementor-widget-html\" data-id=\"69e4547\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t  \t\t<div data-elementor-type=\"section\" data-elementor-id=\"14793\" class=\"elementor elementor-14793\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6cc2b49f elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6cc2b49f\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-6cd41307\" data-id=\"6cd41307\" 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-3f8c78e5 elementor-widget elementor-widget-heading\" data-id=\"3f8c78e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">\u00bfQuieres convertir tu idea en producto?<\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30531a3c elementor-widget elementor-widget-text-editor\" data-id=\"30531a3c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><b>El momento de dar vida a tus ideas, es ahora. Te acompa\u00f1amos en todo el proceso: de la idea al producto.<\/b><\/p><p>\u00a0<\/p><p>\u00a0<\/p>\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-50 elementor-top-column elementor-element elementor-element-79c36300\" data-id=\"79c36300\" 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-3ea232da elementor-button-align-stretch elementor-widget elementor-widget-form\" data-id=\"3ea232da\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;step_next_label&quot;:&quot;Siguiente&quot;,&quot;step_previous_label&quot;:&quot;Anterior&quot;,&quot;button_width&quot;:&quot;100&quot;,&quot;step_type&quot;:&quot;number_text&quot;,&quot;step_icon_shape&quot;:&quot;circle&quot;}\" data-widget_type=\"form.default\">\n\t\t\t\t\t\t\t<form class=\"elementor-form\" method=\"post\" name=\"CTA - FORM julio 24\" aria-label=\"CTA - FORM julio 24\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"14793\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"3ea232da\"\/>\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"Calcular precio de un prototipo online | Aproximado\" \/>\n\n\t\t\t\t\t\t\t<input type=\"hidden\" name=\"queried_id\" value=\"14392\"\/>\n\t\t\t\n\t\t\t<div class=\"elementor-form-fields-wrapper elementor-labels-above\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-name elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-name\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tNombre\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[name]\" id=\"form-field-name\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" placeholder=\"Nombre\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-email elementor-field-group elementor-column elementor-field-group-email elementor-col-100 elementor-field-required elementor-mark-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-email\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tCorreo electr\u00f3nico\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"email\" name=\"form_fields[email]\" id=\"form-field-email\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" placeholder=\"Correo electr\u00f3nico\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-tel elementor-field-group elementor-column elementor-field-group-message elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-message\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tTel\u00e9fono\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t<input size=\"1\" type=\"tel\" name=\"form_fields[message]\" id=\"form-field-message\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" placeholder=\"Inclye siempre el prefio de tu pa\u00eds. (+34) (+1)\" pattern=\"[0-9()#&amp;+*-=.]+\" title=\"Solo se aceptan n\u00fameros y caracteres de tel\u00e9fono (#,-,*,etc).\">\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-field_4f755d1 elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_4f755d1\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tNombre del Invento\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[field_4f755d1]\" id=\"form-field-field_4f755d1\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" placeholder=\"No te preocupes, puede ser cualquier nombre \u00fatil para identificarlo.\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-group elementor-column elementor-field-type-submit elementor-col-100 e-form__buttons\">\n\t\t\t\t\t<button class=\"elementor-button elementor-size-sm\" type=\"submit\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Enviar<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/form>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e7db4c3 elementor-widget elementor-widget-text-editor\" data-id=\"7e7db4c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"p1\">\u00a0San Juan Ingenieros, S. L, es propietaria del dominio www.letsprototype.com, y seg\u00fan lo dispuesto en el Reglamento General de Protecci\u00f3n de Datos (UE 1679\/2016), trataremos tus datos exclusivamente para tramitar\u00a0 tu petici\u00f3n de informaci\u00f3n.\u00a0 Est\u00e1s en todo el derecho de\u00a0 rectificar o solicitar la supresi\u00f3n de los mismos en cualquier momento a trav\u00e9s de hello@letsprototype.com.<\/p>\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<\/div>\n\t\t<\/section>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Especialistas en prototipos con machine learning Desarrollo de recolectores data&nbsp;set modelos&nbsp;supervisados \u00bfQu\u00e9 es el Machine Learning y para qu\u00e9 sirve?\u00a0 Casos de uso: prototipos con Machine Learning.\u00a0 M\u00e9todos para desarrollar productos con Machine Learning.\u00a0 Hablemos de tu invento Agenda una cita aqu\u00ed Gu\u00eda para innovar Instrucciones para inventores Click aqu\u00ed y hablamos Hablemos sobre tu [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":29520,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-16442","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.7 (Yoast SEO v27.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Fabricaci\u00f3n de prototipos machine learning | Wearables a medida<\/title>\n<meta name=\"description\" content=\"Desarrollo de prototipos machine learning. 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