{"id":811,"date":"2021-05-31T11:49:30","date_gmt":"2021-05-31T10:49:30","guid":{"rendered":"https:\/\/grupo.us.es\/minerva\/?p=811"},"modified":"2025-04-23T12:25:49","modified_gmt":"2025-04-23T11:25:49","slug":"jornadas-de-machine-learning-aplicado-a-series-temporales-innovacion-prediccion-y-aplicaciones-reales","status":"publish","type":"post","link":"https:\/\/grupo.us.es\/minerva\/jornadas-de-machine-learning-aplicado-a-series-temporales-innovacion-prediccion-y-aplicaciones-reales\/","title":{"rendered":"Jornadas de Machine Learning Aplicado a Series Temporales: innovaci\u00f3n, predicci\u00f3n y aplicaciones reales"},"content":{"rendered":"<div id=\"pl-811\"  class=\"panel-layout\" ><div id=\"pg-811-0\"  class=\"panel-grid panel-has-style\" ><div style=\"padding-top: 100px; padding-bottom: 100px; \" data-mobile-padding=\"50px\" data-overlay-color=\"#000000\" class=\"panel-row-style panel-row-style-for-811-0\" ><div id=\"pgc-811-0-0\"  class=\"panel-grid-cell\" ><div id=\"panel-811-0-0-0\" class=\"so-panel widget widget_sow-editor panel-first-child panel-last-child\" data-index=\"0\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-0-0-0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p class=\"\" data-start=\"333\" data-end=\"547\"><strong data-start=\"333\" data-end=\"547\">Nuestro grupo organiza un evento clave para la comunidad de inteligencia artificial, centrado en el an\u00e1lisis y la predicci\u00f3n de series temporales mediante t\u00e9cnicas avanzadas de machine learning y deep learning.<\/strong><\/p>\n<p class=\"\" data-start=\"549\" data-end=\"950\">Las <strong data-start=\"553\" data-end=\"614\">Jornadas de Machine Learning Aplicado a Series Temporales<\/strong> nacen con el objetivo de reunir a expertos, investigadores y entusiastas del campo de la IA para debatir sobre los avances m\u00e1s relevantes en este \u00e1mbito. Desde los conceptos fundamentales hasta las metodolog\u00edas m\u00e1s punteras, el evento ofrece una mirada completa a los retos y soluciones actuales en la predicci\u00f3n de datos secuenciales.<\/p>\n<h3 class=\"\" data-start=\"952\" data-end=\"1002\">Tem\u00e1ticas clave abordadas durante las jornadas<\/h3>\n<p class=\"\" data-start=\"1004\" data-end=\"1213\">Durante el evento, los ponentes profundizan en diversos enfoques y casos de uso aplicados a series temporales, abarcando tanto la teor\u00eda como su implementaci\u00f3n pr\u00e1ctica. Algunos de los temas tratados incluyen:<\/p>\n<ul data-start=\"1215\" data-end=\"2181\">\n<li class=\"\" data-start=\"1215\" data-end=\"1356\">\n<p class=\"\" data-start=\"1217\" data-end=\"1356\"><strong data-start=\"1217\" data-end=\"1271\">Predicci\u00f3n de Series Temporales: Conceptos B\u00e1sicos<\/strong><br data-start=\"1271\" data-end=\"1274\" \/>Introducci\u00f3n accesible para quienes se inician en el an\u00e1lisis temporal de datos.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1358\" data-end=\"1509\">\n<p class=\"\" data-start=\"1360\" data-end=\"1509\"><strong data-start=\"1360\" data-end=\"1418\">Deep Learning aplicado a TSF (Time Series Forecasting)<\/strong><br data-start=\"1418\" data-end=\"1421\" \/>Exploraci\u00f3n de arquitecturas neuronales modernas para mejorar la capacidad predictiva.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1511\" data-end=\"1682\">\n<p class=\"\" data-start=\"1513\" data-end=\"1682\"><strong data-start=\"1513\" data-end=\"1593\">Frameworks experimentales y arquitecturas Transformer para series temporales<\/strong><br data-start=\"1593\" data-end=\"1596\" \/>An\u00e1lisis de marcos de evaluaci\u00f3n y el impacto disruptivo de los modelos Transformer.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1684\" data-end=\"1877\">\n<p class=\"\" data-start=\"1686\" data-end=\"1877\"><strong data-start=\"1686\" data-end=\"1717\">Aplicaciones en tiempo real<\/strong><br data-start=\"1717\" data-end=\"1720\" \/>Casos reales como la predicci\u00f3n de la demanda el\u00e9ctrica, mantenimiento predictivo en aeropuertos y uso de m\u00e9todos como <em data-start=\"1841\" data-end=\"1852\">ensembles<\/em> o <em data-start=\"1855\" data-end=\"1876\">k-nearest neighbors<\/em>.<\/p>\n<\/li>\n<li class=\"\" data-start=\"1879\" data-end=\"2048\">\n<p class=\"\" data-start=\"1881\" data-end=\"2048\"><strong data-start=\"1881\" data-end=\"1930\">Transfer Learning y uso de variables ex\u00f3genas<\/strong><br data-start=\"1930\" data-end=\"1933\" \/>Avances en precisi\u00f3n y generalizaci\u00f3n mediante t\u00e9cnicas de aprendizaje transferido y enriquecimiento de contexto.<\/p>\n<\/li>\n<li class=\"\" data-start=\"2050\" data-end=\"2181\">\n<p class=\"\" data-start=\"2052\" data-end=\"2181\"><strong data-start=\"2052\" data-end=\"2098\">Predicci\u00f3n de precios de energ\u00eda el\u00e9ctrica<\/strong><br data-start=\"2098\" data-end=\"2101\" \/>Aplicaci\u00f3n cr\u00edtica con impacto directo en la econom\u00eda y la gesti\u00f3n energ\u00e9tica.<\/p>\n<\/li>\n<\/ul>\n<h3 class=\"\" data-start=\"2183\" data-end=\"2221\">Conocimiento, conexi\u00f3n y comunidad<\/h3>\n<p class=\"\" data-start=\"2223\" data-end=\"2649\">Estas jornadas se configuran como un espacio de aprendizaje compartido, donde los participantes no solo se actualizan sobre las \u00faltimas tendencias, sino que tambi\u00e9n encuentran inspiraci\u00f3n para sus propios desarrollos e investigaciones. La interacci\u00f3n entre asistentes y ponentes fomenta la construcci\u00f3n de una <strong data-start=\"2533\" data-end=\"2568\">comunidad activa y colaborativa<\/strong> en torno al an\u00e1lisis de series temporales y la inteligencia artificial aplicada.<\/p>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><div id=\"pg-811-1\"  class=\"panel-grid panel-has-style\" ><div style=\"padding-top: 0px; padding-bottom: 0px; \" data-mobile-padding=\"0px\" data-overlay-color=\"#000000\" class=\"panel-row-style panel-row-style-for-811-1\" ><div id=\"pgc-811-1-0\"  class=\"panel-grid-cell\" ><div id=\"panel-811-1-0-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"1\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-1-0-0\" ><div style=\"width:100%;\" class=\"wp-video\"><!--[if lt IE 9]><script>document.createElement('video');<\/script><![endif]-->\n<video class=\"wp-video-shortcode\" id=\"video-811-1\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/LAkxDcN7smc?_=1\" \/><a href=\"https:\/\/youtu.be\/LAkxDcN7smc\">https:\/\/youtu.be\/LAkxDcN7smc<\/a><\/video><\/div><\/div><\/div><div id=\"panel-811-1-0-1\" class=\"so-panel widget widget_sow-editor panel-last-child\" data-index=\"2\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-1-0-1\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p><strong>Predicci\u00f3n de series temporales: conceptos b\u00e1sicos<\/strong><\/p>\n<ul>\n<li>Ponente: Gualberto Asencio<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/001-Gualberto-Asencio.pdf\">Descargar Presentaci\u00f3n<\/a><\/p>\n<\/div>\n<\/div><\/div><\/div><\/div><div id=\"pgc-811-1-1\"  class=\"panel-grid-cell\" ><div id=\"panel-811-1-1-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"3\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-1-1-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-811-2\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/ohk0pRIl7ns?_=2\" \/><a href=\"https:\/\/youtu.be\/ohk0pRIl7ns\">https:\/\/youtu.be\/ohk0pRIl7ns<\/a><\/video><\/div><\/div><\/div><div id=\"panel-811-1-1-1\" class=\"so-panel widget widget_sow-editor panel-last-child\" data-index=\"4\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-1-1-1\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p><strong>Introducci\u00f3n al Deep Learning y Arquitecturas Deep Learning para TSF<\/strong><\/p>\n<ul>\n<li>Ponentes: Manuel Carranza y Jos\u00e9 F Torres<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/002-Manuel Carranza.pdf\">Descargar Presentaci\u00f3n 1<\/a><br \/><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/003-Jose Torres.pdf\">Descargar Presentaci\u00f3n 2<\/a><\/p>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><div id=\"pg-811-2\"  class=\"panel-grid panel-has-style\" ><div style=\"padding-top: 10px; padding-bottom: 0px; \" data-mobile-padding=\"25px\" data-overlay-color=\"#000000\" class=\"panel-row-style panel-row-style-for-811-2\" ><div id=\"pgc-811-2-0\"  class=\"panel-grid-cell\" ><div id=\"panel-811-2-0-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"5\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-2-0-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-811-3\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/RJVSslQH85U?_=3\" \/><a href=\"https:\/\/youtu.be\/RJVSslQH85U\">https:\/\/youtu.be\/RJVSslQH85U<\/a><\/video><\/div><\/div><\/div><div id=\"panel-811-2-0-1\" class=\"so-panel widget widget_sow-editor panel-last-child\" data-index=\"6\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-2-0-1\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p><strong>Marco experimental para TSF<\/strong><\/p>\n<ul>\n<li>Ponente: Pedro Lara<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/004-Pedro Lara.pdf\">Descargar Presentaci\u00f3n<\/a><\/p>\n<\/div>\n<\/div><\/div><\/div><\/div><div id=\"pgc-811-2-1\"  class=\"panel-grid-cell\" ><div id=\"panel-811-2-1-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"7\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-2-1-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-811-4\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/TDEomogN2eU?_=4\" \/><a href=\"https:\/\/youtu.be\/TDEomogN2eU\">https:\/\/youtu.be\/TDEomogN2eU<\/a><\/video><\/div><\/div><\/div><div id=\"panel-811-2-1-1\" class=\"so-panel widget widget_sow-editor panel-last-child\" data-index=\"8\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-2-1-1\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p><strong>Arquitectura Transformer para TSF <\/strong><\/p>\n<ul>\n<li>Ponente: Luis Gallego<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/005-Luis-Gallego.pdf\">Descargar Presentaci\u00f3n<\/a><\/p>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><div id=\"pg-811-3\"  class=\"panel-grid panel-has-style\" ><div style=\"padding-top: 10px; padding-bottom: 0px; \" data-mobile-padding=\"25px\" data-overlay-color=\"#000000\" class=\"panel-row-style panel-row-style-for-811-3\" ><div id=\"pgc-811-3-0\"  class=\"panel-grid-cell\" ><div id=\"panel-811-3-0-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"9\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-3-0-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-811-5\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/dST66x5dIz8?_=5\" \/><a href=\"https:\/\/youtu.be\/dST66x5dIz8\">https:\/\/youtu.be\/dST66x5dIz8<\/a><\/video><\/div><\/div><\/div><div id=\"panel-811-3-0-1\" class=\"so-panel widget widget_sow-editor panel-last-child\" data-index=\"10\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-3-0-1\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p><strong>Predicci\u00f3n en streaming de demanda el\u00e9ctrica mediante ensembles<\/strong><\/p>\n<ul>\n<li>Ponente: Patricia Jim\u00e9nez<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/006-Patricia-Jimenez.pdf\">Descargar Presentaci\u00f3n<\/a><\/p>\n<\/div>\n<\/div><\/div><\/div><\/div><div id=\"pgc-811-3-1\"  class=\"panel-grid-cell\" ><div id=\"panel-811-3-1-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"11\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-3-1-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-811-6\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/Cq4vFP8fY-I?_=6\" \/><a href=\"https:\/\/youtu.be\/Cq4vFP8fY-I\">https:\/\/youtu.be\/Cq4vFP8fY-I<\/a><\/video><\/div><\/div><\/div><div id=\"panel-811-3-1-1\" class=\"so-panel widget widget_sow-editor panel-last-child\" data-index=\"12\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-3-1-1\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p><strong>Predicci\u00f3n en streaming mediante vecinos cercanos<\/strong><\/p>\n<ul>\n<li>Ponente: Laura Melgar<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/007-Laura-Melgar.pdf\">Descargar Presentaci\u00f3n<\/a><\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><div id=\"pg-811-4\"  class=\"panel-grid panel-has-style\" ><div style=\"padding-top: 10px; padding-bottom: 0px; \" data-mobile-padding=\"25px\" data-overlay-color=\"#000000\" class=\"panel-row-style panel-row-style-for-811-4\" ><div id=\"pgc-811-4-0\"  class=\"panel-grid-cell\" ><div id=\"panel-811-4-0-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"13\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-4-0-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-811-7\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/PSN6EoS2o0s?_=7\" \/><a href=\"https:\/\/youtu.be\/PSN6EoS2o0s\">https:\/\/youtu.be\/PSN6EoS2o0s<\/a><\/video><\/div><\/div><\/div><div id=\"panel-811-4-0-1\" class=\"so-panel widget widget_sow-editor panel-last-child\" data-index=\"14\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-4-0-1\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p><strong>Influencia de variables ex\u00f3genas para TSF<\/strong><\/p>\n<ul>\n<li>Ponente: Javier Sol\u00eds<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<\/div>\n<\/div><\/div><\/div><\/div><div id=\"pgc-811-4-1\"  class=\"panel-grid-cell\" ><div id=\"panel-811-4-1-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"15\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-4-1-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-811-8\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/79wcwGzjgVQ?_=8\" \/><a href=\"https:\/\/youtu.be\/79wcwGzjgVQ\">https:\/\/youtu.be\/79wcwGzjgVQ<\/a><\/video><\/div><\/div><\/div><div id=\"panel-811-4-1-1\" class=\"so-panel widget widget_sow-editor panel-last-child\" data-index=\"16\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-4-1-1\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p><strong>Predicci\u00f3n de desperfectos en aeropuertos<\/strong><\/p>\n<ul>\n<li>Ponente: Manuel Jes\u00fas Jim\u00e9nez<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><div id=\"pg-811-5\"  class=\"panel-grid panel-has-style\" ><div style=\"padding-top: 10px; padding-bottom: 0px; \" data-mobile-padding=\"25px\" data-overlay-color=\"#000000\" class=\"panel-row-style panel-row-style-for-811-5\" ><div id=\"pgc-811-5-0\"  class=\"panel-grid-cell\" ><div id=\"panel-811-5-0-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"17\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-5-0-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-811-9\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/thBXMu8M8o4?_=9\" \/><a href=\"https:\/\/youtu.be\/thBXMu8M8o4\">https:\/\/youtu.be\/thBXMu8M8o4<\/a><\/video><\/div><\/div><\/div><div id=\"panel-811-5-0-1\" class=\"so-panel widget widget_sow-editor panel-last-child\" data-index=\"18\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-5-0-1\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p><strong>TSF mediante transfer learning<\/strong><\/p>\n<ul>\n<li>Ponente: Miguel \u00c1ngel Molina<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/008-Miguel-A-Molina.pdf\">Descargar Presentaci\u00f3n<\/a><\/p>\n<\/div>\n<\/div><\/div><\/div><\/div><div id=\"pgc-811-5-1\"  class=\"panel-grid-cell\" ><div id=\"panel-811-5-1-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"19\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-5-1-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-811-10\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/xuhWn0t8G4c?_=10\" \/><a href=\"https:\/\/youtu.be\/xuhWn0t8G4c\">https:\/\/youtu.be\/xuhWn0t8G4c<\/a><\/video><\/div><\/div><\/div><div id=\"panel-811-5-1-1\" class=\"so-panel widget widget_sow-editor panel-last-child\" data-index=\"20\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-811-5-1-1\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p><strong>Predicci\u00f3n de precios de energ\u00eda el\u00e9ctrica<\/strong><\/p>\n<ul>\n<li>Ponente: Bel\u00e9n Vega<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/009-Bel\u00e9n-Vega.pdf\">Descargar Presentaci\u00f3n<\/a><\/p>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Nuestro grupo organiza un evento clave para la comunidad de inteligencia artificial, centrado en el an\u00e1lisis y la predicci\u00f3n de <a class=\"read-more\" href=\"https:\/\/grupo.us.es\/minerva\/jornadas-de-machine-learning-aplicado-a-series-temporales-innovacion-prediccion-y-aplicaciones-reales\/\">Leer m\u00e1s<\/a><\/p>\n","protected":false},"author":1,"featured_media":818,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[42,44],"tags":[],"class_list":["post-811","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-noticias","category-seminarios","post-item clearfix"],"_links":{"self":[{"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/posts\/811","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/comments?post=811"}],"version-history":[{"count":0,"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/posts\/811\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/media\/818"}],"wp:attachment":[{"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/media?parent=811"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/categories?post=811"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/tags?post=811"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}