{"id":2382,"date":"2026-02-06T12:23:09","date_gmt":"2026-02-06T12:23:09","guid":{"rendered":"https:\/\/www.ull.es\/formacion-permanente\/?p=2382"},"modified":"2026-02-26T09:10:40","modified_gmt":"2026-02-26T09:10:40","slug":"introduccion-al-machine-learning-3a-edicion","status":"publish","type":"post","link":"https:\/\/www.ull.es\/formacion-permanente\/en\/blog\/introduccion-al-machine-learning-3a-edicion\/","title":{"rendered":"Introduction to Machine Learning 3rd Edition"},"content":{"rendered":"\n<div class=\"wp-block-stackable-columns alignfull stk-block-columns stk-block stk-2314a6b\" data-block-id=\"2314a6b\"><style>.stk-2314a6b {padding-bottom:0px !important;margin-bottom:0px !important;}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-2314a6b-column alignfull\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-1d1764d\" data-v=\"4\" data-block-id=\"1d1764d\"><div class=\"stk-column-wrapper 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data-local-id=\"section-1\">\n<picture class=\"depicter-bg\">\n<source data-depicter-srcset=\"https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/Headers_microcredenciales_Introduccion_al_Machine_Learning-768x248.jpg, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/Headers_microcredenciales_Introduccion_al_Machine_Learning.jpg 2x\" srcset=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" media=\"(max-width: 1024px)\" \/>\n\n<source data-depicter-srcset=\"https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/Headers_microcredenciales_Introduccion_al_Machine_Learning.jpg, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/Headers_microcredenciales_Introduccion_al_Machine_Learning-2500x807.jpg 2x\" srcset=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" media=\"(min-width: 1025px)\" \/>\n<img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" data-ken-burns=\"false\" data-tablet-ken-burns=\"false\" data-mobile-ken-burns=\"false\" alt=\"\" data-depicter-src=\"https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/Headers_microcredenciales_Introduccion_al_Machine_Learning.jpg\" data-object-fit=\"custom,custom,\" data-object-position=\"center top,,\" data-crop=\"{'focalPoint':{'x':0.5,'y':0.5},'mediaSize':{'width':1394.052044609665472307824529707431793212890625,'height':450}}\" data-tablet-crop=\"{'focalPoint':{'x':0.5,'y':0.5},'mediaSize':{'width':2168.5254027261462397291325032711029052734375,'height':700}}\" data-mobile-crop=\"{'focalPoint':{'x':0.5,'y':0.5},'mediaSize':{'width':1394.052044609665472307824529707431793212890625,'height':450}}\" \/>\n<\/picture>\n\n\n<h1 id=\"depicter-40-element-5\" class=\"depicter-element depicter-layer depicter-40-element-5\" data-type=\"text\" data-wrap=\"true\" data-name=\"Text 2\" data-local-id=\"element-5\" data-offset=\"x:0px;y:183px;origin:tl\" data-tablet-offset=\"x:198px;y:278px;origin:tl\" data-mobile-offset=\"x:0px;y:189px;origin:tl\" data-width=\"1200px,646px,360px\" data-height=\"auto,auto,auto\" data-responsive-scale=\"true,,\">Introducci\u00f3n al Machine Learning<br><\/h1>\n\n<div id=\"depicter-40-element-10\" class=\"depicter-element depicter-layer depicter-40-element-10\" data-type=\"shape\" data-wrap=\"true\" data-name=\"Shape 1\" data-local-id=\"element-10\" data-offset=\"x:0px;y:279px;origin:tl\" data-tablet-offset=\"x:197px;y:428px;origin:tl\" data-mobile-offset=\"x:0px;y:268px;origin:tl\" data-width=\"1152px,647px,360px\" data-height=\"8px,8px,8px\" data-responsive-scale=\"true,,\"><\/div>\n<\/div>\n<\/div>\n<script>\n(window.depicterSetups = window.depicterSetups || []).push(function(){\n\tDepicter.basePath = 'https:\/\/www.ull.es\/formacion-permanente\/wp-content\/plugins\/depicter\/resources\/scripts\/player\/';\n\tconst dpPlayer = 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data-block-id=\"db7e4bf\"><style>.stk-db7e4bf {background-color:#f4f4f4 !important;border-style:solid !important;border-top-width:0px !important;border-right-width:1px !important;border-bottom-width:0px !important;border-left-width:0px !important;}.stk-db7e4bf:before{background-color:#f4f4f4 !important;}@media screen and (min-width: 768px){.stk-db7e4bf {flex:var(--stk-flex-grow, 1) 1 25% !important;}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-db7e4bf-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-db7e4bf-inner-blocks\">\n<a href=\"https:\/\/www.ull.es\/formacion-permanente\/blog\/introduccion-al-machine-learning-3a-edicion\/#introduccion-al-machine-learning\" target=\"_self\" style=\"color:black;text-align:center\" target=\"_blank\" rel=\"noopener\">Presentaci\u00f3n<\/a>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-419bce9 stk-block-background\" data-v=\"4\" data-block-id=\"419bce9\"><style>.stk-419bce9 {background-color:#f4f4f4 !important;border-style:solid !important;border-top-width:0px !important;border-right-width:1px !important;border-bottom-width:0px !important;border-left-width:0px !important;}.stk-419bce9:before{background-color:#f4f4f4 !important;}@media screen and (min-width: 768px){.stk-419bce9 {flex:var(--stk-flex-grow, 1) 1 25% !important;}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-419bce9-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-419bce9-inner-blocks\">\n<a href=\"https:\/\/www.ull.es\/formacion-permanente\/blog\/introduccion-al-machine-learning-3a-edicion\/#contenidos\" target=\"_self\" style=\"color:black;text-align:center\" target=\"_blank\" rel=\"noopener\">Programa acad\u00e9mico<\/a>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-71eca22 stk-block-background\" data-v=\"4\" data-block-id=\"71eca22\"><style>.stk-71eca22 {background-color:#f4f4f4 !important;border-style:solid !important;border-top-width:0px !important;border-right-width:1px !important;border-bottom-width:0px !important;border-left-width:0px !important;}.stk-71eca22:before{background-color:#f4f4f4 !important;}@media screen and (min-width: 768px){.stk-71eca22 {flex:var(--stk-flex-grow, 1) 1 25% !important;}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-71eca22-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-71eca22-inner-blocks\">\n<a href=\"https:\/\/www.ull.es\/formacion-permanente\/blog\/introduccion-al-machine-learning-3a-edicion\/#equipo-docente\" target=\"_self\" style=\"color:black;text-align:center\" target=\"_blank\" rel=\"noopener\">Equipo Docente<\/a>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-5551571 stk-block-background\" data-v=\"4\" data-block-id=\"5551571\"><style>.stk-5551571 {background-color:#f4f4f4 !important;}.stk-5551571:before{background-color:#f4f4f4 !important;}@media screen and (min-width: 768px){.stk-5551571 {flex:var(--stk-flex-grow, 1) 1 25% !important;}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-5551571-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-5551571-inner-blocks\">\n<a href=\"https:\/\/www.ull.es\/formacion-permanente\/blog\/introduccion-al-machine-learning-3a-edicion\/#matricula\" target=\"_self\" style=\"color:black;text-align:center\" target=\"_blank\" rel=\"noopener\">Matr\u00edcula<\/a>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-columns alignfull stk-block-columns stk--hide-desktop stk--hide-tablet stk-block stk-f591b63 menu-mobile\" data-block-id=\"f591b63\"><style>.stk-f591b63 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!important;}}@media screen and (max-width: 767px){.stk-b5f91f6 {padding-top:10px !important;padding-right:0px !important;padding-bottom:10px !important;padding-left:0px !important;flex:var(--stk-flex-grow, 1) 1 calc(25% - var(--stk-column-gap, 0px) * 3 \/ 4 ) !important;}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-b5f91f6-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-b5f91f6-inner-blocks\">\n<a href=\"https:\/\/www.ull.es\/formacion-permanente\/blog\/introduccion-al-machine-learning-3a-edicion\/#introduccion-al-machine-learning\" target=\"_self\" style=\"color:black;text-align:center\" target=\"_blank\" rel=\"noopener\">Presentaci\u00f3n<\/a>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-324f3d4 stk-block-background\" data-v=\"4\" data-block-id=\"324f3d4\"><style>.stk-324f3d4 {background-color:#f4f4f4 !important;border-style:solid !important;border-top-width:0px !important;border-right-width:1px !important;border-bottom-width:0px !important;border-left-width:0px !important;}.stk-324f3d4:before{background-color:#f4f4f4 !important;}@media screen and (min-width: 768px){.stk-324f3d4 {flex:var(--stk-flex-grow, 1) 1 25% !important;}}@media screen and (max-width: 767px){.stk-324f3d4 {padding-top:0px !important;padding-right:0px !important;padding-bottom:0px !important;padding-left:0px !important;flex:var(--stk-flex-grow, 1) 1 calc(25% - var(--stk-column-gap, 0px) * 3 \/ 4 ) !important;}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-324f3d4-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-324f3d4-inner-blocks\">\n<a href=\"https:\/\/www.ull.es\/formacion-permanente\/blog\/introduccion-al-machine-learning-3a-edicion\/#contenidos\" target=\"_self\" style=\"color:black;text-align:center\" target=\"_blank\" rel=\"noopener\">Programa acad\u00e9mico<\/a>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-772438d stk-block-background\" data-v=\"4\" data-block-id=\"772438d\"><style>.stk-772438d {background-color:#f4f4f4 !important;border-style:solid !important;border-top-width:0px !important;border-right-width:1px !important;border-bottom-width:0px !important;border-left-width:0px !important;}.stk-772438d:before{background-color:#f4f4f4 !important;}@media screen and (min-width: 768px){.stk-772438d {flex:var(--stk-flex-grow, 1) 1 25% !important;}}@media screen and (max-width: 767px){.stk-772438d {padding-top:0px !important;padding-right:0px !important;padding-bottom:0px !important;padding-left:0px !important;flex:var(--stk-flex-grow, 1) 1 calc(25% - var(--stk-column-gap, 0px) * 3 \/ 4 ) !important;}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-772438d-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-772438d-inner-blocks\">\n<a href=\"https:\/\/www.ull.es\/formacion-permanente\/blog\/introduccion-al-machine-learning-3a-edicion\/#equipo-docente\" target=\"_self\" style=\"color:black;text-align:center\" target=\"_blank\" rel=\"noopener\">Equipo Docente<\/a>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-631f8d7 stk-block-background\" data-v=\"4\" data-block-id=\"631f8d7\"><style>.stk-631f8d7 {background-color:#f4f4f4 !important;}.stk-631f8d7:before{background-color:#f4f4f4 !important;}@media screen and (min-width: 768px){.stk-631f8d7 {flex:var(--stk-flex-grow, 1) 1 25% !important;}}@media screen and (max-width: 767px){.stk-631f8d7 {padding-top:10px !important;padding-right:0px !important;padding-bottom:10px !important;padding-left:0px !important;flex:var(--stk-flex-grow, 1) 1 calc(25% - var(--stk-column-gap, 0px) * 3 \/ 4 ) !important;}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-631f8d7-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-631f8d7-inner-blocks\">\n<a href=\"https:\/\/www.ull.es\/formacion-permanente\/blog\/introduccion-al-machine-learning-3a-edicion\/#matricula\" target=\"_self\" style=\"color:black;text-align:center\" target=\"_blank\" rel=\"noopener\">Matr\u00edcula<\/a>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-columns alignwide stk-block-columns stk-block stk-7f3676f\" id=\"comparte-esta-microcredencial\" data-block-id=\"7f3676f\"><style>.stk-7f3676f {padding-right:10% !important;padding-left:10% !important;}.stk-7f3676f-column{--stk-column-gap:var(--stk--preset--spacing--70, 3.38rem) !important;}@media screen and (max-width: 767px){.stk-7f3676f {padding-right:5% !important;padding-left:5% !important;}}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-7f3676f-column alignwide\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-3867cc3\" data-v=\"4\" data-block-id=\"3867cc3\"><style>@media screen and (min-width: 768px){.stk-3867cc3 {flex:var(--stk-flex-grow, 1) 1 calc(50% - var(--stk-column-gap, 0px) * 1 \/ 2 ) !important;}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-3867cc3-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-3867cc3-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-7db7207\" id=\"introduccion-al-machine-learning-tercera-edicion\" data-block-id=\"7db7207\"><style>.stk-7db7207 .stk-block-heading__text{color:#fd6921 !important;}<\/style><h2 class=\"stk-block-heading__text has-text-color\">Introducci\u00f3n al Machine Learning (tercera edici\u00f3n)<\/h2><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-68a4c23\" id=\"descripcion-general\" data-block-id=\"68a4c23\"><style>.stk-68a4c23 {margin-bottom:10px !important;}<\/style><h3 class=\"stk-block-heading__text\">Descripci\u00f3n general<\/h3><\/div>\n\n\n\n<p class=\"has-text-align-left\">Esta formaci\u00f3n proporciona al estudiante la capacidad de formular y estructurar problemas de aprendizaje autom\u00e1tico a partir de necesidades reales, distinguiendo entre tareas de predicci\u00f3n, clasificaci\u00f3n y agrupaci\u00f3n, y seleccionando los datos, caracter\u00edsticas y m\u00e9tricas m\u00e1s adecuadas para cada caso. Los participantes aprender\u00e1n a preparar, procesar y modelar conjuntos de datos utilizando herramientas del ecosistema Python, desarrollando pipelines reproducibles con pandas y scikit-learn, y aplicando modelos b\u00e1sicos tanto supervisados como no supervisados. Finalmente, se desarrollan competencias para evaluar, interpretar y comunicar los resultados del modelado mediante m\u00e9tricas apropiadas, as\u00ed como para desplegar prototipos ligeros de inferencia con Streamlit o Gradio que permitan demostrar de manera pr\u00e1ctica la utilidad y aplicabilidad del modelo construido.<\/p>\n\n\n\n<details class=\"wp-block-stackable-accordion stk-block-accordion stk-inner-blocks stk-block-content stk-block stk-8f5d083 is-style-default\" id=\"objetivos\" data-block-id=\"8f5d083\"><style>.stk-8f5d083 {margin-bottom:15px !important;}<\/style>\n<summary class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-f46ef39 stk--container-small stk-block-accordion__heading\" data-v=\"4\" data-block-id=\"f46ef39\"><style>.stk-f46ef39 {border-style:solid !important;border-top-width:0px !important;border-right-width:0px !important;border-bottom-width:1px !important;border-left-width:0px !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-f46ef39-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-f46ef39-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-3eb1407\" data-block-id=\"3eb1407\"><style>.stk-3eb1407 .stk-inner-blocks{gap:40px !important;}@media screen and (max-width: 1023px){.stk-3eb1407 .stk-inner-blocks{gap:40px !important;}}@media screen and (max-width: 767px){.stk-3eb1407 .stk-inner-blocks{gap:40px !important;}}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon stk-block stk-aa6d684\" data-block-id=\"aa6d684\"><style>.stk-aa6d684 .stk--svg-wrapper .stk--inner-svg svg:last-child{height:24px !important;width:24px !important;}.stk-aa6d684 .stk--svg-wrapper .stk--inner-svg svg:last-child, .stk-aa6d684 .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g, path, rect, polygon, ellipse){fill:#fd6921 !important;}<\/style><span class=\"stk--svg-wrapper stk--has-icon2\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-aa6d684\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-aa-6-d-684-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-aa-6-d-684-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M256 512A256 256 0 1 0 256 0a256 256 0 1 0 0 512zm0-352a96 96 0 1 1 0 192 96 96 0 1 1 0-192z\" \/><\/svg><\/div><div class=\"stk--inner-svg stk--icon-2\" style=\"display:none\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-aa6d684\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-aa-6-d-684-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-aa-6-d-684-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M464 256A208 208 0 1 0 48 256a208 208 0 1 0 416 0zM0 256a256 256 0 1 1 512 0A256 256 0 1 1 0 256zm256-96a96 96 0 1 1 0 192 96 96 0 1 1 0-192z\" \/><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-1e75567\" id=\"objetivos\" data-block-id=\"1e75567\"><style>.stk-1e75567 .stk-block-heading__text{font-size:18px !important;font-weight:700 !important;font-family:\"Montserrat\", Sans-serif !important;}@media screen and (max-width: 1023px){.stk-1e75567 .stk-block-heading__text{font-size:18px !important;}}<\/style><p class=\"stk-block-heading__text\">Objetivos<\/p><\/div>\n<\/div><\/div>\n<\/div><\/div><\/summary>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-fd365ab stk-block-accordion__content\" data-v=\"4\" data-block-id=\"fd365ab\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-fd365ab-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-fd365ab-inner-blocks\">\n<ul class=\"wp-block-list\">\n<li>Adquirir competencias para formular y estructurar problemas de aprendizaje autom\u00e1tico (predicci\u00f3n, clasificaci\u00f3n y agrupaci\u00f3n) a partir de necesidades reales, identificando los datos y m\u00e9tricas adecuadas.<\/li>\n\n\n\n<li>Preparar, procesar y modelar conjuntos de datos mediante herramientas de Python, construyendo pipelines reproducibles con pandas y scikit-learn y aplicando modelos supervisados y no supervisados b\u00e1sicos.<\/li>\n\n\n\n<li>Evaluar, interpretar y comunicar resultados utilizando m\u00e9tricas adecuadas y desplegando prototipos ligeros de inferencia (Streamlit o Gradio) que demuestren la aplicabilidad del modelo.<\/li>\n<\/ul>\n<\/div><\/div><\/div>\n<\/details>\n\n\n\n<details class=\"wp-block-stackable-accordion stk-block-accordion stk-inner-blocks stk-block-content stk-block stk-63b0e61 is-style-default\" id=\"requisitos-acceso\" data-block-id=\"63b0e61\"><style>.stk-63b0e61 {margin-bottom:35px !important;}<\/style>\n<summary class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-7a88921 stk--container-small stk-block-accordion__heading\" data-v=\"4\" data-block-id=\"7a88921\"><style>.stk-7a88921 {border-style:solid !important;border-top-width:0px !important;border-right-width:0px !important;border-bottom-width:1px !important;border-left-width:0px !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-7a88921-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-7a88921-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-2d4eaa7\" data-block-id=\"2d4eaa7\"><style>.stk-2d4eaa7 .stk-inner-blocks{gap:40px !important;}@media screen and (max-width: 1023px){.stk-2d4eaa7 .stk-inner-blocks{gap:40px !important;}}@media screen and (max-width: 767px){.stk-2d4eaa7 .stk-inner-blocks{gap:40px !important;}}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon stk-block stk-673f014\" data-block-id=\"673f014\"><style>.stk-673f014 .stk--svg-wrapper .stk--inner-svg svg:last-child{height:24px !important;width:24px !important;}.stk-673f014 .stk--svg-wrapper .stk--inner-svg svg:last-child, .stk-673f014 .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g, path, rect, polygon, ellipse){fill:#fd6921 !important;}<\/style><span class=\"stk--svg-wrapper stk--has-icon2\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-673f014\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-673-f-014-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-673-f-014-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M256 512A256 256 0 1 0 256 0a256 256 0 1 0 0 512zM369 209L241 337c-9.4 9.4-24.6 9.4-33.9 0l-64-64c-9.4-9.4-9.4-24.6 0-33.9s24.6-9.4 33.9 0l47 47L335 175c9.4-9.4 24.6-9.4 33.9 0s9.4 24.6 0 33.9z\" \/><\/svg><\/div><div class=\"stk--inner-svg stk--icon-2\" style=\"display:none\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-673f014\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-673-f-014-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-673-f-014-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M256 48a208 208 0 1 1 0 416 208 208 0 1 1 0-416zm0 464A256 256 0 1 0 256 0a256 256 0 1 0 0 512zM369 209c9.4-9.4 9.4-24.6 0-33.9s-24.6-9.4-33.9 0l-111 111-47-47c-9.4-9.4-24.6-9.4-33.9 0s-9.4 24.6 0 33.9l64 64c9.4 9.4 24.6 9.4 33.9 0L369 209z\" \/><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-279d68b\" id=\"requisitos-de-acceso\" data-block-id=\"279d68b\"><style>.stk-279d68b .stk-block-heading__text{font-size:18px !important;font-weight:700 !important;font-family:\"Montserrat\", Sans-serif !important;}@media screen and (max-width: 1023px){.stk-279d68b .stk-block-heading__text{font-size:18px !important;}}<\/style><p class=\"stk-block-heading__text\">Requisitos de acceso<\/p><\/div>\n<\/div><\/div>\n<\/div><\/div><\/summary>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-cd2e899 stk-block-accordion__content\" data-v=\"4\" data-block-id=\"cd2e899\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-cd2e899-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-cd2e899-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-573759c\" id=\"programa-academico\" data-block-id=\"573759c\"><style>.stk-573759c .stk-block-heading__text{color:#fd6921 !important;}<\/style><h2 class=\"stk-block-heading__text has-text-color\">Programa acad\u00e9mico<\/h2><\/div>\n\n\n\n<p>Si no se dispone de ning\u00fan t\u00edtulo de grado, se aceptar\u00e1n estudiantes que est\u00e9n matriculados en titulaciones de grado o m\u00e1ster pertenecientes, preferentemente, a las ramas de conocimiento de Ingenier\u00eda y Arquitectura y de Ciencias, que proporcionan la base t\u00e9cnica y anal\u00edtica adecuada para la comprensi\u00f3n de los contenidos. Entre las titulaciones de grado de la Universidad de La Laguna que se consideran especialmente relacionadas se incluyen:<\/p>\n\n\n\n<p>&nbsp;Rama de Ingenier\u00eda y Arquitectura<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Grado en Ingenier\u00eda Inform\u00e1tica<\/li>\n\n\n\n<li>Grado en Ingenier\u00eda Electr\u00f3nica Industrial y Autom\u00e1tica<\/li>\n\n\n\n<li>Grado en Ingenier\u00eda Mec\u00e1nica<\/li>\n\n\n\n<li>Grado en Ingenier\u00eda Qu\u00edmica Industrial<\/li>\n\n\n\n<li>Grado en Ingenier\u00eda Civil<\/li>\n\n\n\n<li>Grado en Arquitectura T\u00e9cnica<\/li>\n\n\n\n<li>Grado en Tecnolog\u00edas Marinas<\/li>\n\n\n\n<li>Grado en N\u00e1utica y Transporte Mar\u00edtimo<\/li>\n<\/ul>\n\n\n\n<p>Rama de Ciencias<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Grado en Matem\u00e1ticas<\/li>\n\n\n\n<li>Grado en F\u00edsica<\/li>\n\n\n\n<li>Grado en Qu\u00edmica<\/li>\n\n\n\n<li>Grado en Biolog\u00eda<\/li>\n\n\n\n<li>Grado en Ciencias Ambientales<\/li>\n<\/ul>\n\n\n\n<p>&nbsp;Asimismo, podr\u00e1n acceder estudiantes y titulados\/as de otras ramas del conocimiento, como Ciencias Sociales y Jur\u00eddicas, Ciencias de la Salud o Artes y Humanidades, siempre que acrediten inter\u00e9s o experiencia en \u00e1reas afines a la tecnolog\u00eda, el an\u00e1lisis de datos, la programaci\u00f3n o la innovaci\u00f3n digital.<\/p>\n<\/div><\/div><\/div>\n<\/details>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-74b59eb\" id=\"programa-academico\" data-block-id=\"74b59eb\"><style>.stk-74b59eb .stk-block-heading__text{color:#fd6921 !important;}<\/style><h2 class=\"stk-block-heading__text has-text-color\">Programa acad\u00e9mico<\/h2><\/div>\n\n\n\n<details class=\"wp-block-stackable-accordion stk-block-accordion stk-inner-blocks stk-block-content stk-block stk-5ab3ca3 is-style-default\" id=\"contenidos\" data-block-id=\"5ab3ca3\"><style>.stk-5ab3ca3 {margin-bottom:15px !important;}<\/style>\n<summary class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-0196266 stk--container-small stk-block-accordion__heading\" data-v=\"4\" data-block-id=\"0196266\"><style>.stk-0196266 {border-style:solid !important;border-top-width:0px !important;border-right-width:0px !important;border-bottom-width:1px !important;border-left-width:0px !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-0196266-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-0196266-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-860907b\" data-block-id=\"860907b\"><style>.stk-860907b .stk-inner-blocks{gap:40px !important;}@media screen and (max-width: 1023px){.stk-860907b .stk-inner-blocks{gap:40px !important;}}@media screen and (max-width: 767px){.stk-860907b .stk-inner-blocks{gap:40px !important;}}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon stk-block stk-6db21f4\" data-block-id=\"6db21f4\"><style>.stk-6db21f4 .stk--svg-wrapper .stk--inner-svg svg:last-child{height:24px !important;width:24px !important;}.stk-6db21f4 .stk--svg-wrapper .stk--inner-svg svg:last-child, .stk-6db21f4 .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g, path, rect, polygon, ellipse){fill:#fd6921 !important;}<\/style><span class=\"stk--svg-wrapper stk--has-icon2\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-6db21f4\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-6-db-21-f-4-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-6-db-21-f-4-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M96 0C43 0 0 43 0 96V416c0 53 43 96 96 96H384h32c17.7 0 32-14.3 32-32s-14.3-32-32-32V384c17.7 0 32-14.3 32-32V32c0-17.7-14.3-32-32-32H384 96zm0 384H352v64H96c-17.7 0-32-14.3-32-32s14.3-32 32-32zm32-240c0-8.8 7.2-16 16-16H336c8.8 0 16 7.2 16 16s-7.2 16-16 16H144c-8.8 0-16-7.2-16-16zm16 48H336c8.8 0 16 7.2 16 16s-7.2 16-16 16H144c-8.8 0-16-7.2-16-16s7.2-16 16-16z\" \/><\/svg><\/div><div class=\"stk--inner-svg stk--icon-2\" style=\"display:none\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-6db21f4\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-6-db-21-f-4-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-6-db-21-f-4-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 576 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M249.6 471.5c10.8 3.8 22.4-4.1 22.4-15.5V78.6c0-4.2-1.6-8.4-5-11C247.4 52 202.4 32 144 32C93.5 32 46.3 45.3 18.1 56.1C6.8 60.5 0 71.7 0 83.8V454.1c0 11.9 12.8 20.2 24.1 16.5C55.6 460.1 105.5 448 144 448c33.9 0 79 14 105.6 23.5zm76.8 0C353 462 398.1 448 432 448c38.5 0 88.4 12.1 119.9 22.6c11.3 3.8 24.1-4.6 24.1-16.5V83.8c0-12.1-6.8-23.3-18.1-27.6C529.7 45.3 482.5 32 432 32c-58.4 0-103.4 20-123 35.6c-3.3 2.6-5 6.8-5 11V456c0 11.4 11.7 19.3 22.4 15.5z\" \/><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-045e742\" id=\"contenidos\" data-block-id=\"045e742\"><style>.stk-045e742 .stk-block-heading__text{font-size:18px !important;font-weight:700 !important;font-family:\"Montserrat\", Sans-serif !important;}@media screen and (max-width: 1023px){.stk-045e742 .stk-block-heading__text{font-size:18px !important;}}<\/style><p class=\"stk-block-heading__text\">Contenidos<\/p><\/div>\n<\/div><\/div>\n<\/div><\/div><\/summary>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-cd51cf6 stk-block-accordion__content\" data-v=\"4\" data-block-id=\"cd51cf6\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-cd51cf6-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-cd51cf6-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-5013d9d\" id=\"bloque-0-arranque-y-mentalidad-ml\" data-block-id=\"5013d9d\"><style>.stk-5013d9d {margin-bottom:10px !important;}<\/style><h3 class=\"stk-block-heading__text\">Bloque 0: Arranque y Mentalidad ML<\/h3><\/div>\n\n\n\n<ul id=\"bloque-0-arranque-y-mentalidad-ml\" class=\"wp-block-list\">\n<li>Introducci\u00f3n al entorno de trabajo: instalaci\u00f3n de Python 3.11+, librer\u00edas principales (pandas, scikit-learn).<\/li>\n\n\n\n<li>Control de versiones y buenas pr\u00e1cticas con Git y GitHub<\/li>\n\n\n\n<li>Estructura t\u00edpica de un proyecto de machine learning.<\/li>\n\n\n\n<li>Elaboraci\u00f3n de una dataset card para documentar los datos.<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-773dfdc\" id=\"bloque-1-datos-y-analisis-exploratorio-eda\" data-block-id=\"773dfdc\"><style>.stk-773dfdc {margin-bottom:10px !important;}<\/style><h3 class=\"stk-block-heading__text\">Bloque 1: Datos y An\u00e1lisis Exploratorio (EDA)<\/h3><\/div>\n\n\n\n<ul id=\"bloque-1-datos-y-analisis-exploratorio-eda\" class=\"wp-block-list\">\n<li>Limpieza y depuraci\u00f3n de datos<\/li>\n\n\n\n<li>Imputaci\u00f3n de valores faltantes y manejo de outliners<\/li>\n\n\n\n<li>Ingenier\u00eda de variables ligera<\/li>\n\n\n\n<li>Visualizaci\u00f3n exploratoria (distribuciones, correlaciones, relaciones clave)<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-7a4e6bc\" id=\"bloque-2-aprendizaje-supervisado-i\" data-block-id=\"7a4e6bc\"><style>.stk-7a4e6bc {margin-bottom:10px !important;}<\/style><h3 class=\"stk-block-heading__text\">Bloque 2: Aprendizaje Supervisado I<\/h3><\/div>\n\n\n\n<ul id=\"bloque-2-aprendizaje-supervisado-i\" class=\"wp-block-list\">\n<li>Modelos b\u00e1sicos: regresi\u00f3n lineal, regresi\u00f3n log\u00edstica y \u00e1rboles de decisi\u00f3n<\/li>\n\n\n\n<li>Creaci\u00f3n de baselines y comparaci\u00f3n de modelos iniciales<\/li>\n\n\n\n<li>Regularizaci\u00f3n y control del sobreajuste (overfitting)<\/li>\n\n\n\n<li>Interpretaci\u00f3n de coeficientes y reglas<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-0cc305b\" id=\"bloque-3-aprendizaje-no-supervisado\" data-block-id=\"0cc305b\"><style>.stk-0cc305b {margin-bottom:10px !important;}<\/style><h3 class=\"stk-block-heading__text\">Bloque 3: Aprendizaje No Supervisado<\/h3><\/div>\n\n\n\n<ul id=\"bloque-3-aprendizaje-no-supervisado\" class=\"wp-block-list\">\n<li>Algoritmos de agrupamiento: k-means, DBSCAN<\/li>\n\n\n\n<li>Reducci\u00f3n de dimensionalidad: PCA, UMAP<\/li>\n\n\n\n<li>M\u00e9tricas internas de evaluaci\u00f3n (silhouette, Davies-Bouldin)<\/li>\n\n\n\n<li>Casos de uso t\u00edpicos: segmentaci\u00f3n de clientes, detecci\u00f3n de anomal\u00edas, compresi\u00f3n de datos.<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-2b6cbf9\" id=\"bloque-4-evaluacion-y-validacion\" data-block-id=\"2b6cbf9\"><style>.stk-2b6cbf9 {margin-bottom:10px !important;}<\/style><h3 class=\"stk-block-heading__text\">Bloque 4: Evaluaci\u00f3n y Validaci\u00f3n<\/h3><\/div>\n\n\n\n<ul id=\"bloque-4-evaluacion-y-validacion\" class=\"wp-block-list\">\n<li>Separaci\u00f3n de datos: train\/validation\/test split, validaci\u00f3n cruzada (k-fold)<\/li>\n\n\n\n<li>Validaci\u00f3n temporal y manejo de time series.<\/li>\n\n\n\n<li>M\u00e9tricas principales: MAE, RMSE, Accuracy, F1, PR-AUC<\/li>\n\n\n\n<li>Ajuste de umbrales (thresholding) y optimizaci\u00f3n de decisiones.<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-1153b14\" id=\"bloque-5-proyecto-integrador\" data-block-id=\"1153b14\"><style>.stk-1153b14 {margin-bottom:10px !important;}<\/style><h3 class=\"stk-block-heading__text\">Bloque 5: Proyecto Integrador<\/h3><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Formulaci\u00f3n de un caso pr\u00e1ctico completo de machine learning.<\/li>\n\n\n\n<li>Desarrollo de un pipeline extremo a extremo (datos -> modelo -> inferencia)<\/li>\n\n\n\n<li>Elaboraci\u00f3n de informe t\u00e9cnico y visualizaci\u00f3n de resultados.<\/li>\n<\/ul>\n<\/div><\/div><\/div>\n<\/details>\n\n\n\n<details class=\"wp-block-stackable-accordion stk-block-accordion stk-inner-blocks stk-block-content stk-block stk-eb46160 is-style-default\" id=\"metodologia-y-actividades\" data-block-id=\"eb46160\"><style>.stk-eb46160 {margin-bottom:15px !important;}<\/style>\n<summary class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-cbfaa79 stk--container-small stk-block-accordion__heading\" data-v=\"4\" data-block-id=\"cbfaa79\"><style>.stk-cbfaa79 {border-style:solid !important;border-top-width:0px !important;border-right-width:0px !important;border-bottom-width:1px !important;border-left-width:0px !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-cbfaa79-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-cbfaa79-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-343cacc\" data-block-id=\"343cacc\"><style>.stk-343cacc .stk-inner-blocks{gap:40px !important;}@media screen and (max-width: 1023px){.stk-343cacc .stk-inner-blocks{gap:40px !important;}}@media screen and (max-width: 767px){.stk-343cacc .stk-inner-blocks{gap:40px !important;}}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon stk-block stk-a606fb3\" data-block-id=\"a606fb3\"><style>.stk-a606fb3 .stk--svg-wrapper .stk--inner-svg svg:last-child{height:24px !important;width:24px !important;}.stk-a606fb3 .stk--svg-wrapper .stk--inner-svg svg:last-child, .stk-a606fb3 .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g, path, rect, polygon, ellipse){fill:#fd6921 !important;}<\/style><span class=\"stk--svg-wrapper stk--has-icon2\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-a606fb3\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-a-606-fb-3-color-1)\"><\/stop><stop offset=\"100%\" 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style=\"stop-opacity:1;stop-color:var(--linear-gradient-a-606-fb-3-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-a-606-fb-3-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M441 58.9L453.1 71c9.4 9.4 9.4 24.6 0 33.9L424 134.1 377.9 88 407 58.9c9.4-9.4 24.6-9.4 33.9 0zM209.8 256.2L344 121.9 390.1 168 255.8 302.2c-2.9 2.9-6.5 5-10.4 6.1l-58.5 16.7 16.7-58.5c1.1-3.9 3.2-7.5 6.1-10.4zM373.1 25L175.8 222.2c-8.7 8.7-15 19.4-18.3 31.1l-28.6 100c-2.4 8.4-.1 17.4 6.1 23.6s15.2 8.5 23.6 6.1l100-28.6c11.8-3.4 22.5-9.7 31.1-18.3L487 138.9c28.1-28.1 28.1-73.7 0-101.8L474.9 25C446.8-3.1 401.2-3.1 373.1 25zM88 64C39.4 64 0 103.4 0 152V424c0 48.6 39.4 88 88 88H360c48.6 0 88-39.4 88-88V312c0-13.3-10.7-24-24-24s-24 10.7-24 24V424c0 22.1-17.9 40-40 40H88c-22.1 0-40-17.9-40-40V152c0-22.1 17.9-40 40-40H200c13.3 0 24-10.7 24-24s-10.7-24-24-24H88z\" \/><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-35720bb\" id=\"metodologia-y-actividades\" data-block-id=\"35720bb\"><style>.stk-35720bb .stk-block-heading__text{font-size:18px !important;font-weight:700 !important;font-family:\"Montserrat\", Sans-serif !important;}@media screen and (max-width: 1023px){.stk-35720bb .stk-block-heading__text{font-size:18px !important;}}<\/style><p class=\"stk-block-heading__text\">Metodolog\u00eda y actividades<\/p><\/div>\n<\/div><\/div>\n<\/div><\/div><\/summary>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-e67fe82 stk-block-accordion__content\" data-v=\"4\" data-block-id=\"e67fe82\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-e67fe82-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-e67fe82-inner-blocks\">\n<p>&#8211; Exposiciones, debates y presentaci\u00f3n de trabajos y proyectos: actividades supervisadas por el profesorado.<\/p>\n\n\n\n<p>&#8211; Metodolog\u00edas activas: aprendizaje cooperativo, aprendizaje basado en proyectos, aula invertida, aprendizaje servicio, aprendizaje basado en el juego, estudio de casos, resoluci\u00f3n de problemas dirigidas a hacer del aprendizaje un proceso participativo.<\/p>\n<\/div><\/div><\/div>\n<\/details>\n\n\n\n<details class=\"wp-block-stackable-accordion stk-block-accordion stk-inner-blocks stk-block-content stk-block stk-d585e9a is-style-default\" id=\"criterios-evaluacion\" data-block-id=\"d585e9a\"><style>.stk-d585e9a {margin-bottom:35px !important;}<\/style>\n<summary class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-22a1934 stk--container-small stk-block-accordion__heading\" data-v=\"4\" data-block-id=\"22a1934\"><style>.stk-22a1934 {border-style:solid !important;border-top-width:0px !important;border-right-width:0px !important;border-bottom-width:1px !important;border-left-width:0px !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-22a1934-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-22a1934-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-84ea9dc\" data-block-id=\"84ea9dc\"><style>.stk-84ea9dc .stk-inner-blocks{gap:40px !important;}@media screen and (max-width: 1023px){.stk-84ea9dc .stk-inner-blocks{gap:40px !important;}}@media screen and (max-width: 767px){.stk-84ea9dc .stk-inner-blocks{gap:40px !important;}}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon stk-block stk-d6b404e\" data-block-id=\"d6b404e\"><style>.stk-d6b404e .stk--svg-wrapper .stk--inner-svg svg:last-child{height:24px !important;width:24px !important;}.stk-d6b404e .stk--svg-wrapper .stk--inner-svg svg:last-child, .stk-d6b404e .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g, path, rect, polygon, ellipse){fill:#fd6921 !important;}<\/style><span class=\"stk--svg-wrapper stk--has-icon2\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-d6b404e\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-d-6-b-404-e-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-d-6-b-404-e-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M256 512A256 256 0 1 0 256 0a256 256 0 1 0 0 512zM216 336h24V272H216c-13.3 0-24-10.7-24-24s10.7-24 24-24h48c13.3 0 24 10.7 24 24v88h8c13.3 0 24 10.7 24 24s-10.7 24-24 24H216c-13.3 0-24-10.7-24-24s10.7-24 24-24zm40-208a32 32 0 1 1 0 64 32 32 0 1 1 0-64z\" \/><\/svg><\/div><div class=\"stk--inner-svg stk--icon-2\" style=\"display:none\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-d6b404e\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-d-6-b-404-e-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-d-6-b-404-e-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 192 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M48 80a48 48 0 1 1 96 0A48 48 0 1 1 48 80zM0 224c0-17.7 14.3-32 32-32H96c17.7 0 32 14.3 32 32V448h32c17.7 0 32 14.3 32 32s-14.3 32-32 32H32c-17.7 0-32-14.3-32-32s14.3-32 32-32H64V256H32c-17.7 0-32-14.3-32-32z\" \/><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-4b52ff4\" id=\"criterios-de-evaluacion\" data-block-id=\"4b52ff4\"><style>.stk-4b52ff4 .stk-block-heading__text{font-size:18px !important;font-weight:700 !important;font-family:\"Montserrat\", Sans-serif !important;}@media screen and (max-width: 1023px){.stk-4b52ff4 .stk-block-heading__text{font-size:18px !important;}}<\/style><p class=\"stk-block-heading__text\">Criterios de evaluaci\u00f3n<\/p><\/div>\n<\/div><\/div>\n<\/div><\/div><\/summary>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-8193c31 stk-block-accordion__content\" data-v=\"4\" data-block-id=\"8193c31\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-8193c31-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-8193c31-inner-blocks\">\n<p>Basados en las siguientes pruebas de evaluaci\u00f3n:<\/p>\n\n\n\n<p>&#8211; Pruebas objetivas (verdadero\/falso, elecci\u00f3n m\u00faltiple, tipo test, de completar, ordenar, etc.) que permitir\u00e1n evaluar los conocimientos, capacidades, rendimiento, aptitudes, etc. Las respuestas ser\u00e1n cerradas y a la hora de su correcci\u00f3n se favorecer\u00e1 la objetividad.<\/p>\n\n\n\n<p>&#8211; Resoluci\u00f3n de casos, ejercicios y problemas: pruebas en las que el estudiantado debe resolver de forma razonada, en un tiempo determinado, y acorde a los criterios establecidos, los casos, ejercicios o problemas planteados por el profesorado, con la finalidad de aplicar los conocimientos adquiridos.<\/p>\n\n\n\n<p>&#8211; Trabajos, memorias, memorias de pr\u00e1cticas, informes y proyectos escritos: documentos elaborado sobre un tema o actividad realizada, siguiendo las instrucciones establecidas por el profesorado.<\/p>\n\n\n\n<p>&#8211; Presentaci\u00f3n oral y defensa de temas, trabajos, etc.<\/p>\n<\/div><\/div><\/div>\n<\/details>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-4cb92f3\" data-v=\"4\" data-block-id=\"4cb92f3\"><style>@media screen and (min-width: 768px){.stk-4cb92f3 {flex:var(--stk-flex-grow, 1) 1 calc(50% - var(--stk-column-gap, 0px) * 1 \/ 2 ) !important;}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-4cb92f3-container stk--no-background stk--no-padding\"><div class=\"has-text-align-left stk-block-content stk-inner-blocks stk-4cb92f3-inner-blocks\">\n<div class=\"wp-block-stackable-columns alignwide stk-block-columns stk-block stk-3ee4b85 stk-block-background\" data-block-id=\"3ee4b85\"><style>.stk-3ee4b85 {background-color:#f4f4f4 !important;margin-bottom:50px !important;}.stk-3ee4b85:before{background-color:#f4f4f4 !important;}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-3ee4b85-column alignwide\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-8de1e02\" data-v=\"4\" data-block-id=\"8de1e02\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-8de1e02-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-8de1e02-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-ccb61fc\" id=\"informacion-general\" data-block-id=\"ccb61fc\"><style>.stk-ccb61fc .stk-block-heading__text{color:#fd6921 !important;}<\/style><h2 class=\"stk-block-heading__text has-text-color\">Informaci\u00f3n general<\/h2><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-6b7fba9\" data-block-id=\"6b7fba9\"><style>.stk-6b7fba9 {margin-bottom:6px !important;}<\/style><p class=\"stk-block-text__text\"><strong>Cr\u00e9ditos:<\/strong> 2 ECTS<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-6317692\" data-block-id=\"6317692\"><style>.stk-6317692 {margin-bottom:6px !important;}<\/style><p class=\"stk-block-text__text\"><strong>Duraci\u00f3n:<\/strong> 12\/02\/2026-26\/02\/2026<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-ba8c994\" data-block-id=\"ba8c994\"><style>.stk-ba8c994 {margin-bottom:6px !important;}<\/style><p class=\"stk-block-text__text\"><strong>Modalidad de ense\u00f1anza:<\/strong> Virtual<\/p><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-b6f5ecf\" data-block-id=\"b6f5ecf\"><p class=\"stk-block-text__text\"><strong>Lugar de impartici\u00f3n:<\/strong> Aula Virtual\/Escuela Superior de Ingenier\u00eda y Tecnolog\u00eda<\/p><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-columns alignwide stk-block-columns stk-block stk-bc2d4d9 stk-block-background\" id=\"matricula\" data-block-id=\"bc2d4d9\"><style>.stk-bc2d4d9 {background-color:#f4f4f4 !important;padding-right:12% !important;padding-left:12% !important;margin-bottom:50px !important;}.stk-bc2d4d9:before{background-color:#f4f4f4 !important;}.stk-bc2d4d9-column{--stk-column-gap:var(--stk--preset--spacing--60, 2.25rem) !important;}@media screen and (max-width: 767px){.stk-bc2d4d9 {padding-right:5% !important;padding-left:5% !important;}}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-bc2d4d9-column alignwide\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-aaf46cf\" data-v=\"4\" data-block-id=\"aaf46cf\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-aaf46cf-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-aaf46cf-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-4a6dbf6\" data-block-id=\"4a6dbf6\"><style>.stk-4a6dbf6 {margin-bottom:10px !important;}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-left stk-block stk-1943f0f\" data-block-id=\"1943f0f\"><style>.stk-1943f0f .stk--svg-wrapper .stk--inner-svg svg:last-child, .stk-1943f0f .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g, path, rect, polygon, ellipse){fill:#fd6921 !important;}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-1943f0f\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-1943-f-0-f-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-1943-f-0-f-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 576 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M312 24V34.5c6.4 1.2 12.6 2.7 18.2 4.2c12.8 3.4 20.4 16.6 17 29.4s-16.6 20.4-29.4 17c-10.9-2.9-21.1-4.9-30.2-5c-7.3-.1-14.7 1.7-19.4 4.4c-2.1 1.3-3.1 2.4-3.5 3c-.3 .5-.7 1.2-.7 2.8c0 .3 0 .5 0 .6c.2 .2 .9 1.2 3.3 2.6c5.8 3.5 14.4 6.2 27.4 10.1l.9 .3c11.1 3.3 25.9 7.8 37.9 15.3c13.7 8.6 26.1 22.9 26.4 44.9c.3 22.5-11.4 38.9-26.7 48.5c-6.7 4.1-13.9 7-21.3 8.8V232c0 13.3-10.7 24-24 24s-24-10.7-24-24V220.6c-9.5-2.3-18.2-5.3-25.6-7.8c-2.1-.7-4.1-1.4-6-2c-12.6-4.2-19.4-17.8-15.2-30.4s17.8-19.4 30.4-15.2c2.6 .9 5 1.7 7.3 2.5c13.6 4.6 23.4 7.9 33.9 8.3c8 .3 15.1-1.6 19.2-4.1c1.9-1.2 2.8-2.2 3.2-2.9c.4-.6 .9-1.8 .8-4.1l0-.2c0-1 0-2.1-4-4.6c-5.7-3.6-14.3-6.4-27.1-10.3l-1.9-.6c-10.8-3.2-25-7.5-36.4-14.4c-13.5-8.1-26.5-22-26.6-44.1c-.1-22.9 12.9-38.6 27.7-47.4c6.4-3.8 13.3-6.4 20.2-8.2V24c0-13.3 10.7-24 24-24s24 10.7 24 24zM568.2 336.3c13.1 17.8 9.3 42.8-8.5 55.9L433.1 485.5c-23.4 17.2-51.6 26.5-80.7 26.5H192 32c-17.7 0-32-14.3-32-32V416c0-17.7 14.3-32 32-32H68.8l44.9-36c22.7-18.2 50.9-28 80-28H272h16 64c17.7 0 32 14.3 32 32s-14.3 32-32 32H288 272c-8.8 0-16 7.2-16 16s7.2 16 16 16H392.6l119.7-88.2c17.8-13.1 42.8-9.3 55.9 8.5zM193.6 384l0 0-.9 0c.3 0 .6 0 .9 0z\"\/><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-4034cc0\" id=\"matricula-gratuita\" data-block-id=\"4034cc0\"><style>.stk-4034cc0 .stk-block-heading__text{color:#fd6921 !important;}<\/style><h2 class=\"stk-block-heading__text has-text-color\">Matr\u00edcula gratuita<\/h2><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-2c7fd56\" id=\"valorado-en-50-\u20ac\" data-block-id=\"2c7fd56\"><style>.stk-2c7fd56 .stk-block-heading__text{color:#333333 !important;}<\/style><h3 class=\"stk-block-heading__text has-text-color\">Valorado en: 50\u20ac<\/h3><\/div>\n\n\n\n<div class=\"wp-block-stackable-button-group stk-block-button-group stk-block stk-499e036\" data-block-id=\"499e036\"><style>.stk-499e036 .stk-block-button, .stk-499e036 .stk-block-icon-button{flex:1 0 0% !important;}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-button-group\">\n<div class=\"wp-block-stackable-button stk-block-button stk-block stk-f6ba549\" data-block-id=\"f6ba549\"><style>.stk-f6ba549 .stk-button{background:#fd6921 !important;}<\/style><a class=\"stk-link stk-button stk--hover-effect-darken\" href=\" https:\/\/sede.fg.ull.es\/es\/home\/iniciosesion\" target=\"_blank\" rel=\"noreferrer noopener\" target=\"_blank\" rel=\"noopener\"><span class=\"stk-button__inner-text\">Inscripci\u00f3n<\/span><\/a><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-button-group stk-block-button-group stk-block stk-d374209\" data-block-id=\"d374209\"><style>.stk-d374209 .stk-block-button, .stk-d374209 .stk-block-icon-button{flex:1 0 0% !important;}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-button-group\">\n<div class=\"wp-block-stackable-button stk-block-button stk-block stk-253965d\" data-block-id=\"253965d\"><style>.stk-253965d .stk-button{background:#333333 !important;}<\/style><a class=\"stk-link stk-button stk--hover-effect-darken\" href=\"https:\/\/share.hsforms.com\/1RPwF2gFzR6asbIBP3yxJqAc29k2\" target=\"_blank\" rel=\"noreferrer noopener\" target=\"_blank\" rel=\"noopener\"><span class=\"stk-button__inner-text\">M\u00e1s info y ayuda a la inscripci\u00f3n<\/span><\/a><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-2272359\" data-block-id=\"2272359\"><p class=\"stk-block-text__text\">Plazas becadas por la C\u00e1tedra de Ciberseguridad de la Universidad de La Laguna C065\/23, financiada por el Instituto Nacional de Ciberseguridad (INCIBE) y fondos del Plan de Recuperaci\u00f3n, Transformaci\u00f3n y Resiliencia &#8211;  fondos Next Generation UE.<\/p><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-columns alignwide stk-block-columns stk-block stk-6f11dd8\" data-block-id=\"6f11dd8\"><style>.stk-6f11dd8 .stk--block-align-6f11dd8{align-items:center !important;}.stk-6f11dd8 {box-shadow:0px 0px 10px 8px #f4f4f4 !important;padding-top:5% !important;padding-right:5% !important;padding-bottom:5% !important;padding-left:5% !important;margin-bottom:50px !important;}.stk-6f11dd8-column{--stk-column-gap:35px !important;}@media screen and (max-width: 767px){.stk-6f11dd8 {padding-right:5% !important;padding-left:5% !important;}}<\/style><div class=\"stk-row stk-inner-blocks stk--block-align-6f11dd8 stk-block-content stk-content-align stk-6f11dd8-column alignwide\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-3a306da\" data-v=\"4\" data-block-id=\"3a306da\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-3a306da-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-3a306da-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label aligncenter stk-block-icon-label stk-block stk-6f742e0\" id=\"strong-flexibilidad-strong\" data-block-id=\"6f742e0\"><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-left stk-block stk-fabbc9a\" data-block-id=\"fabbc9a\"><style>.stk-fabbc9a .stk--svg-wrapper .stk--inner-svg svg:last-child, .stk-fabbc9a .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g, path, rect, polygon, ellipse){fill:#fd6921 !important;}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-fabbc9a\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-fabbc-9-a-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-fabbc-9-a-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M464 256A208 208 0 1 1 48 256a208 208 0 1 1 416 0zM0 256a256 256 0 1 0 512 0A256 256 0 1 0 0 256zM232 120V256c0 8 4 15.5 10.7 20l96 64c11 7.4 25.9 4.4 33.3-6.7s4.4-25.9-6.7-33.3L280 243.2V120c0-13.3-10.7-24-24-24s-24 10.7-24 24z\" \/><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-e357f4b\" id=\"strong-flexibilidad-strong\" data-block-id=\"e357f4b\"><style>.stk-e357f4b .stk-block-heading__text{font-size:16px !important;color:#fd6921 !important;}@media screen and (max-width: 1023px){.stk-e357f4b .stk-block-heading__text{font-size:16px !important;}}<\/style><h4 class=\"stk-block-heading__text has-text-color\"><strong>Flexibilidad<\/strong><\/h4><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-921bc2d\" data-block-id=\"921bc2d\"><p class=\"stk-block-text__text\">De corta duraci\u00f3n y en diversas modalidades (presencial, online o h\u00edbrida). Ideal para aprender sin interrumpir tu vida profesional.<\/p><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-columns alignwide stk-block-columns stk-block stk-c466dd9\" data-block-id=\"c466dd9\"><style>.stk-c466dd9 .stk--block-align-c466dd9{align-items:center !important;}.stk-c466dd9 {box-shadow:0px 0px 10px 8px #f4f4f4 !important;padding-top:5% !important;padding-right:5% !important;padding-bottom:5% !important;padding-left:5% !important;margin-bottom:50px !important;}.stk-c466dd9-column{--stk-column-gap:35px !important;}@media screen and (max-width: 767px){.stk-c466dd9 {padding-right:5% !important;padding-left:5% !important;}}<\/style><div class=\"stk-row stk-inner-blocks stk--block-align-c466dd9 stk-block-content stk-content-align stk-c466dd9-column alignwide\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-4002da8\" data-v=\"4\" data-block-id=\"4002da8\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-4002da8-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-4002da8-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label aligncenter stk-block-icon-label stk-block stk-5d57d9b\" id=\"strong-empleabilidad-strong\" data-block-id=\"5d57d9b\"><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-left stk-block stk-90ccf77\" data-block-id=\"90ccf77\"><style>.stk-90ccf77 .stk--svg-wrapper .stk--inner-svg svg:last-child, .stk-90ccf77 .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g, path, rect, polygon, ellipse){fill:#fd6921 !important;}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-90ccf77\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-90-ccf-77-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-90-ccf-77-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M156.6 384.9L125.7 354c-8.5-8.5-11.5-20.8-7.7-32.2c3-8.9 7-20.5 11.8-33.8L24 288c-8.6 0-16.6-4.6-20.9-12.1s-4.2-16.7 .2-24.1l52.5-88.5c13-21.9 36.5-35.3 61.9-35.3l82.3 0c2.4-4 4.8-7.7 7.2-11.3C289.1-4.1 411.1-8.1 483.9 5.3c11.6 2.1 20.6 11.2 22.8 22.8c13.4 72.9 9.3 194.8-111.4 276.7c-3.5 2.4-7.3 4.8-11.3 7.2v82.3c0 25.4-13.4 49-35.3 61.9l-88.5 52.5c-7.4 4.4-16.6 4.5-24.1 .2s-12.1-12.2-12.1-20.9V380.8c-14.1 4.9-26.4 8.9-35.7 11.9c-11.2 3.6-23.4 .5-31.8-7.8zM384 168a40 40 0 1 0 0-80 40 40 0 1 0 0 80z\" \/><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-89bd60a\" id=\"strong-empleabilidad-strong\" data-block-id=\"89bd60a\"><style>.stk-89bd60a .stk-block-heading__text{font-size:16px !important;color:#fd6921 !important;}@media screen and (max-width: 1023px){.stk-89bd60a .stk-block-heading__text{font-size:16px !important;}}<\/style><h4 class=\"stk-block-heading__text has-text-color\"><strong>Empleabilidad<\/strong><\/h4><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-cf25970\" data-block-id=\"cf25970\"><p class=\"stk-block-text__text\">Contenidos creados e impartidos por profesionales y expertos en la materia, pensando en su aplicaci\u00f3n inmediata.<\/p><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-columns alignwide stk-block-columns stk-block stk-a57c11d\" data-block-id=\"a57c11d\"><style>.stk-a57c11d .stk--block-align-a57c11d{align-items:center !important;}.stk-a57c11d {box-shadow:0px 0px 10px 8px #f4f4f4 !important;padding-top:5% !important;padding-right:5% !important;padding-bottom:5% !important;padding-left:5% !important;margin-bottom:15px !important;}.stk-a57c11d-column{--stk-column-gap:35px !important;}@media screen and (max-width: 767px){.stk-a57c11d {padding-right:5% !important;padding-left:5% !important;}}<\/style><div class=\"stk-row stk-inner-blocks stk--block-align-a57c11d stk-block-content stk-content-align stk-a57c11d-column alignwide\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-3bfecfc\" data-v=\"4\" data-block-id=\"3bfecfc\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-3bfecfc-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-3bfecfc-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label aligncenter stk-block-icon-label stk-block stk-420b283\" id=\"strong-certificacion-strong\" data-block-id=\"420b283\"><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-left stk-block stk-18f8001\" data-block-id=\"18f8001\"><style>.stk-18f8001 .stk--svg-wrapper .stk--inner-svg svg:last-child, .stk-18f8001 .stk--svg-wrapper .stk--inner-svg svg:last-child :is(g, path, rect, polygon, ellipse){fill:#fd6921 !important;}<\/style><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-18f8001\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-18-f-8001-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-18-f-8001-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 384 512\" aria-hidden=\"true\" width=\"32\" height=\"32\"><path d=\"M64 0C28.7 0 0 28.7 0 64V448c0 35.3 28.7 64 64 64H320c35.3 0 64-28.7 64-64V64c0-35.3-28.7-64-64-64H64zm96 320h64c44.2 0 80 35.8 80 80c0 8.8-7.2 16-16 16H96c-8.8 0-16-7.2-16-16c0-44.2 35.8-80 80-80zm-32-96a64 64 0 1 1 128 0 64 64 0 1 1 -128 0zM144 64h96c8.8 0 16 7.2 16 16s-7.2 16-16 16H144c-8.8 0-16-7.2-16-16s7.2-16 16-16z\" \/><\/svg><\/div><\/span><\/div>\n\n\n\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-2aede23\" id=\"strong-certificacion-strong\" data-block-id=\"2aede23\"><style>.stk-2aede23 .stk-block-heading__text{font-size:16px !important;color:#fd6921 !important;}@media screen and (max-width: 1023px){.stk-2aede23 .stk-block-heading__text{font-size:16px !important;}}<\/style><h4 class=\"stk-block-heading__text has-text-color\"><strong>Certificaci\u00f3n<\/strong><\/h4><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-7a2805a\" data-block-id=\"7a2805a\"><p class=\"stk-block-text__text\">Avalado por la Universidad de La Laguna. Recibir\u00e1s un certificado oficial ECTS, v\u00e1lido en el Espacio Europeo de Educaci\u00f3n Superior.<\/p><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-columns alignwide stk-block-columns stk-block stk-5374452\" id=\"comparte-esta-microcredencial\" data-block-id=\"5374452\"><style>.stk-5374452 {padding-right:12% !important;padding-left:12% !important;margin-bottom:50px !important;}.stk-5374452-column{--stk-column-gap:var(--stk--preset--spacing--60, 2.25rem) !important;}@media screen and (max-width: 767px){.stk-5374452 {padding-right:5% !important;padding-left:5% !important;}}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-5374452-column alignwide\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-335769f\" data-v=\"4\" data-block-id=\"335769f\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-335769f-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-335769f-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-831cb3a\" id=\"equipo-docente\" data-block-id=\"831cb3a\"><style>.stk-831cb3a .stk-block-heading__text{color:#fd6921 !important;}<\/style><h2 class=\"stk-block-heading__text has-text-color\">Equipo docente<\/h2><\/div>\n\n\n\n<div class=\"wp-block-stackable-columns alignwide stk-block-columns stk-block stk-eb91c80\" data-block-id=\"eb91c80\"><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-eb91c80-column alignwide\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-0fb7fe0\" data-v=\"4\" data-block-id=\"0fb7fe0\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-0fb7fe0-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-0fb7fe0-inner-blocks\">\n<div class=\"wp-block-stackable-columns stk-block-columns stk-block stk-e5f65e9\" data-block-id=\"e5f65e9\"><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-e5f65e9-column\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-1051da3\" data-v=\"4\" data-block-id=\"1051da3\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-1051da3-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-1051da3-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-4bc0afc\" data-block-id=\"4bc0afc\"><style>.stk-4bc0afc .stk-img-wrapper{aspect-ratio:1\/1 !important;height:auto !important;}@media screen and (max-width: 1023px){.stk-4bc0afc .stk-img-wrapper{height:auto !important;}}@media screen and (max-width: 767px){.stk-4bc0afc .stk-img-wrapper{height:auto !important;}}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-2127\" src=\"https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2026\/01\/Foto_Marcos-Rodriguez-Vega-1.jpg\" width=\"500\" height=\"500\" srcset=\"https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2026\/01\/Foto_Marcos-Rodriguez-Vega-1.jpg 500w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2026\/01\/Foto_Marcos-Rodriguez-Vega-1-300x300.jpg 300w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2026\/01\/Foto_Marcos-Rodriguez-Vega-1-150x150.jpg 150w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2026\/01\/Foto_Marcos-Rodriguez-Vega-1-12x12.jpg 12w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2026\/01\/Foto_Marcos-Rodriguez-Vega-1-200x200.jpg 200w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2026\/01\/Foto_Marcos-Rodriguez-Vega-1-375x375.jpg 375w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2026\/01\/Foto_Marcos-Rodriguez-Vega-1-50x50.jpg 50w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/span><\/figure><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-854d554\" data-v=\"4\" data-block-id=\"854d554\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-854d554-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-854d554-inner-blocks\">\n<div class=\"wp-block-stackable-icon-label stk-block-icon-label stk-block stk-78a0b90\" data-block-id=\"78a0b90\"><style>.stk-78a0b90 {border-color:#dfdad1 !important;border-top-width:0px !important;border-right-width:0px !important;border-bottom-width:1px !important;border-left-width:0px !important;padding-top:12px !important;padding-right:12px !important;padding-bottom:12px !important;padding-left:12px !important;margin-bottom:12px !important;}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-955c8d7\" id=\"strong-marcos-rodriguez-vega-strong\" data-block-id=\"955c8d7\"><style>.stk-955c8d7 .stk-block-heading__text{color:#000000 !important;font-weight:600 !important;font-family:\"Montserrat\", Sans-serif !important;}@media screen and (max-width: 767px){.stk-955c8d7 .stk-block-heading__text{font-size:15px !important;}}<\/style><h4 class=\"stk-block-heading__text has-text-color\"><strong>Marcos Rodr\u00edguez Vega<\/strong><\/h4><\/div>\n\n\n\n<div class=\"wp-block-stackable-icon stk-block-icon has-text-align-left stk-block stk-e3489df\" data-block-id=\"e3489df\"><style>@media screen and (max-width: 767px){.stk-e3489df .stk--svg-wrapper .stk--inner-svg svg:last-child{height:20px !important;width:20px !important;}}<\/style><a class=\"stk-link\" href=\"https:\/\/portalciencia.ull.es\/investigadores\/823424\/publicaciones\" target=\"_blank\" rel=\"noreferrer noopener\" target=\"_blank\" rel=\"noopener\"><span class=\"stk--svg-wrapper\"><div class=\"stk--inner-svg\"><svg style=\"height:0;width:0\"><defs><linearGradient id=\"linear-gradient-e3489df\" x1=\"0\" x2=\"100%\" y1=\"0\" y2=\"0\"><stop offset=\"0%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-e-3489-df-color-1)\"><\/stop><stop offset=\"100%\" style=\"stop-opacity:1;stop-color:var(--linear-gradient-e-3489-df-color-2)\"><\/stop><\/linearGradient><\/defs><\/svg><svg class=\"ugb-custom-icon\" viewBox=\"0 0 64 64\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" width=\"32\" height=\"32\">\n  <circle cx=\"32\" cy=\"32\" r=\"32\" fill=\"#FD6921\" \/>\n  <path d=\"M26 22h16v16h-6v-7.17L24.83 42 22 39.17 33.17 28H26v-6z\" fill=\"#FFFFFF\" \/>\n<\/svg><\/div><\/span><\/a><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-text stk-block-text stk-block stk-7cca2d3\" data-block-id=\"7cca2d3\"><p class=\"stk-block-text__text\"><\/p><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-faac7b5\" data-v=\"4\" data-block-id=\"faac7b5\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-faac7b5-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-faac7b5-inner-blocks\"><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-1cd0453\" data-v=\"4\" data-block-id=\"1cd0453\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-1cd0453-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-1cd0453-inner-blocks\"><\/div><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-columns alignwide stk-block-columns stk-block stk-1f562b1\" id=\"comparte-esta-microcredencial\" data-block-id=\"1f562b1\"><style>.stk-1f562b1 {padding-right:12% !important;padding-left:12% !important;margin-bottom:50px !important;}.stk-1f562b1-column{--stk-column-gap:var(--stk--preset--spacing--60, 2.25rem) !important;}@media screen and (max-width: 767px){.stk-1f562b1 {padding-right:5% !important;padding-left:5% !important;}}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-1f562b1-column alignwide\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-eb56efe\" data-v=\"4\" data-block-id=\"eb56efe\"><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-eb56efe-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-eb56efe-inner-blocks\">\n<div class=\"wp-block-stackable-image stk-block-image stk-block stk-d8dba7b\" data-block-id=\"d8dba7b\"><style>.stk-d8dba7b .stk-img-wrapper{width:100% !important;}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1690\" src=\"https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/unnamed_1-1.png\" width=\"2560\" height=\"197\" srcset=\"https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/unnamed_1-1.png 2560w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/unnamed_1-1-300x23.png 300w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/unnamed_1-1-1024x79.png 1024w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/unnamed_1-1-768x59.png 768w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/unnamed_1-1-1536x118.png 1536w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/unnamed_1-1-2048x158.png 2048w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/unnamed_1-1-18x1.png 18w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/unnamed_1-1-200x15.png 200w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/unnamed_1-1-375x29.png 375w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/unnamed_1-1-750x58.png 750w, https:\/\/www.ull.es\/formacion-permanente\/wp-content\/uploads\/2025\/12\/unnamed_1-1-1140x88.png 1140w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/span><\/figure><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-columns alignwide stk-block-columns stk-block stk-c7ca28a\" id=\"comparte-esta-microcredencial\" data-block-id=\"c7ca28a\"><style>.stk-c7ca28a {padding-right:12% !important;padding-left:12% !important;}.stk-c7ca28a-column{--stk-column-gap:var(--stk--preset--spacing--60, 2.25rem) !important;}@media screen and (max-width: 767px){.stk-c7ca28a {padding-right:5% !important;padding-left:5% !important;}}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-c7ca28a-column alignwide\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-64303b6\" data-v=\"4\" data-block-id=\"64303b6\"><style>.stk-64303b6 {align-self:center !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-64303b6-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-64303b6-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-f56551f\" id=\"comparte-esta-microcredencial\" data-block-id=\"f56551f\"><style>.stk-f56551f .stk-block-heading__text{color:#0f0e17 !important;}<\/style><h2 class=\"stk-block-heading__text has-text-color\">Comparte esta microcredencial<\/h2><\/div>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-d382740\" data-v=\"4\" data-block-id=\"d382740\"><style>.stk-d382740 {align-self:center !important;}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-d382740-container stk--no-background stk--no-padding\"><div class=\"stk-block-content stk-inner-blocks stk-d382740-inner-blocks\">\n<div class=\"wp-block-stackable-button-group stk-block-button-group stk-block stk-cb6b91f\" data-block-id=\"cb6b91f\"><div class=\"stk-row stk-inner-blocks stk-block-content stk-button-group\">\n<div class=\"wp-block-stackable-icon-button stk-block-icon-button stk-block stk-80878d4\" data-block-id=\"80878d4\"><style>.stk-80878d4 .stk-button{padding-top:5px !important;padding-right:5px !important;padding-bottom:5px !important;padding-left:5px !important;background:#fd6921 !important;border-top-left-radius:5px !important;border-top-right-radius:5px !important;border-bottom-right-radius:5px 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metrics\u2026<\/p>","protected":false},"author":28,"featured_media":1738,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"templates\/template-frontpage.php","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2382","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sin-categoria"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Introducci\u00f3n al Machine Learning 3\u00aa edicion - Formaci\u00f3n Permanente<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.ull.es\/formacion-permanente\/en\/blog\/introduccion-al-machine-learning-3a-edicion\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" 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