{"id":846,"date":"2022-12-26T11:51:58","date_gmt":"2022-12-26T14:51:58","guid":{"rendered":"http:\/\/157.92.26.246\/datamining\/?page_id=846"},"modified":"2022-12-29T15:41:25","modified_gmt":"2022-12-29T18:41:25","slug":"redes-neuronales","status":"publish","type":"page","link":"https:\/\/datamining.dc.uba.ar\/datamining\/redes-neuronales\/","title":{"rendered":"Redes Neuronales"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background fusion-parallax-fixed nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-image: url(&quot;https:\/\/datamining.dc.uba.ar\/datamining\/wp-content\/uploads\/2022\/07\/DSC_6018-1.jpg&quot;);background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:var(--awb-color3);border-style:solid;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;background-attachment:fixed;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><style type=\"text\/css\">@media only screen and (max-width:1024px) {.fusion-title.fusion-title-1{margin-top:150px!important; margin-right:0px!important;margin-bottom:150px!important;margin-left:0px!important;}}@media only screen and (max-width:640px) {.fusion-title.fusion-title-1{margin-top:10px!important; margin-right:0px!important;margin-bottom:10px!important; margin-left:0px!important;}}<\/style><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"margin-top:150px;margin-right:0px;margin-bottom:150px;margin-left:0px;\"><h1 class=\"title-heading-left\" style=\"margin:0;\">Redes Neuronales<\/h1><\/div><div class=\"fusion-section-separator section-separator curved fusion-section-separator-1\" style=\"margin-bottom:0px;\"><div class=\"fusion-section-separator-svg\" style=\"padding:0;\"><svg class=\"fusion-curved-candy\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.1\" width=\"100%\" height=\"100\" viewBox=\"0 0 100 100\" preserveAspectRatio=\"none\" style=\"padding:0;\" fill=\"rgba(255,255,255,1)\"><path d=\"M0 100 C 20 0 50 0 100 100 Z\"><\/path><\/svg><\/div><div class=\"fusion-section-separator-spacer\"><div class=\"fusion-section-separator-spacer-height\" style=\"height:99px;\"><\/div><\/div><style type=\"text\/css\">.fusion-section-separator-1 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}@media only screen and (max-width:1024px) {.fusion-section-separator-1 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}}@media only screen and (max-width:640px) {.fusion-section-separator-1 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}}<\/style><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-0{width:100% !important;margin-top : 0px;margin-bottom : 0px;}.fusion-builder-column-0 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 1.92%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 1.92%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-0{width:100% !important;order : 0;}.fusion-builder-column-0 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-0{width:100% !important;order : 0;}.fusion-builder-column-0 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-flex-container.fusion-builder-row-1{ padding-top : 60px;margin-top : 0px;padding-right : 0px;padding-bottom : 0px;margin-bottom : 0px;padding-left : 0px;}<\/style><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:var(--awb-color3);border-style:solid;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-stretch\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-flex-start\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-1\"><p><a href=\"https:\/\/datamining.dc.uba.ar\/datamining\/materias\/\"><strong><span style=\"color: #6b0046;\">Volver al Cronograma de Cursos y Materias<\/span><\/strong><\/a><\/p>\n<\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-1{width:100% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-1 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 1.92%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 1.92%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-1{width:100% !important;order : 0;}.fusion-builder-column-1 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-1{width:100% !important;order : 0;}.fusion-builder-column-1 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-flex-align-self-stretch\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;background-color:#f5f4f4;padding: 50px 0px 0px 50px;\"><ul class=\"fusion-checklist fusion-checklist-1\" style=\"font-size:16px;line-height:27.2px;\"><li style=\"background-color:rgba(255,255,255,0);\" class=\"fusion-li-item\"><span style=\"background-color:#f5f4f4;font-size:14.08px;height:27.2px;width:27.2px;margin-right:11.2px;\" class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-clock fas\" style=\"color:#ff6526;\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:38.4px;color:var(--awb-color8);\"><strong>Horas de clases semanales:\u00a0<\/strong>Mi\u00e9rcoles y Viernes de 19 a 22 hs. (2do bimestre &#8211; del 23\/03 al 21\/05)<\/div><\/li><li style=\"background-color:rgba(255,255,255,0);\" class=\"fusion-li-item\"><span style=\"background-color:#f5f4f4;font-size:14.08px;height:27.2px;width:27.2px;margin-right:11.2px;\" class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-laptop fas\" style=\"color:#ff6526;\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:38.4px;color:var(--awb-color8);\">\n<p><strong>Carga horaria cuatrimestral:<\/strong><\/p>\n<\/div><\/li><li style=\"background-color:rgba(255,255,255,0);\" class=\"fusion-li-item\"><span style=\"background-color:#f5f4f4;font-size:14.08px;height:27.2px;width:27.2px;margin-right:11.2px;\" class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-history fas\" style=\"color:#ff6526;\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:38.4px;color:var(--awb-color8);\">\n<p>Duraci\u00f3n: Dr. Waldo Hasperu\u00e9, Dr. Facundo Quiroga<\/p>\n<\/div><\/li><li style=\"background-color:rgba(255,255,255,0);\" class=\"fusion-li-item\"><span style=\"background-color:#f5f4f4;font-size:14.08px;height:27.2px;width:27.2px;margin-right:11.2px;\" class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-chalkboard-teacher fas\" style=\"color:#ff6526;\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:38.4px;color:var(--awb-color8);\">\n<p>Docentes:<\/p>\n<\/div><\/li><\/ul><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-2{width:33.333333333333% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-2 > .fusion-column-wrapper {padding-top : 50px !important;padding-right : 0px !important;margin-right : 5.76%;padding-bottom : 0px !important;padding-left : 50px !important;margin-left : 5.76%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-2{width:33.333333333333% !important;order : 0;}.fusion-builder-column-2 > .fusion-column-wrapper {margin-right : 5.76%;margin-left : 5.76%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-2{width:100% !important;order : 0;}.fusion-builder-column-2 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_2_3 2_3 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><style type=\"text\/css\">@media only screen and (max-width:1024px) {.fusion-title.fusion-title-2{margin-top:10px!important; margin-right:0px!important;margin-bottom:15px!important;margin-left:0px!important;}}@media only screen and (max-width:640px) {.fusion-title.fusion-title-2{margin-top:10px!important; margin-right:0px!important;margin-bottom:10px!important; margin-left:0px!important;}}<\/style><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"margin-top:10px;margin-right:0px;margin-bottom:15px;margin-left:0px;\"><h2 class=\"title-heading-left\" style=\"margin:0;color:#6b0046;\">Temario \/Programa<\/h2><\/div><div class=\"fusion-text fusion-text-2 fusion-text-no-margin\" style=\"margin-bottom:30px;\"><p>Resumen: Las Redes Neuronales han ganado hoy una importancia superlativa en una gran variedad de aplicaciones de Ciencia de Datos. El objetivo central de este curso es la presentaci\u00f3n de las arquitecturas cl\u00e1sicas de Redes Neuronales aplicadas en diversas \u00e1reas. El \u00e9nfasis est\u00e1 puesto en la resoluci\u00f3n de problemas de clasificaci\u00f3n y predicci\u00f3n, estudiando distintas estrategias de entrenamiento, estrategias evolutivas aplicables al proceso de adaptaci\u00f3n de las redes neuronales, y t\u00e9cnicas del \u00e1rea de Deep Learning.<\/p>\n<p>Programa tentativo:<\/p>\n<p>Introducci\u00f3n a las Redes Neuronales Artificiales. Fundamentos biol\u00f3gicos de las Redes Neuronales. Historia de las Redes Neuronales Artificiales Caracter\u00edsticas de las Redes Neuronales. An\u00e1lisis del mecanismo de resoluci\u00f3n de problema en relaci\u00f3n a la Computaci\u00f3n convencional.<br \/>\nLos primeros modelos computacionales. La neurona artificial. Estructura b\u00e1sica de la red. Aprendizaje. Tipos de problemas que puede resolver. Perceptr\u00f3n. Descripci\u00f3n del modelo. Resoluci\u00f3n de problemas de clasificaci\u00f3n. Adaline: Entrenamiento de un combinador lineal a trav\u00e9s de la regla delta. Diferencias con el Perceptron. Neurona no lineal. Funciones de transferencia sigmoides. Relaci\u00f3n de los resultados obtenidos con los dos modelos anteriores.<br \/>\nPerceptr\u00f3n multicapa. Descripci\u00f3n de la arquitectura feedforward. Regla delta generalizada. Algoritmo de entrenamiento backpropagation. Incorporaci\u00f3n del t\u00e9rmino de momento. &#8211; Capacidad de generalizaci\u00f3n de la red. Resoluci\u00f3n de problemas de clasificaci\u00f3n y predicci\u00f3n.<br \/>\nRedes Neuronales Competitivas. Red de Contrapropagaci\u00f3n. Descripci\u00f3n de la arquitectura. Caracter\u00edsticas principales. Formas de entrenamiento r\u00e1pido. &#8211; Mapas auto-organizativos (SOM). Descripci\u00f3n de la arquitectura. Concepto de vecindad. Resoluci\u00f3n de problemas de clustering.auto-organizativos din\u00e1micos (GSOM). Comparaci\u00f3n con el modelo anterior.<br \/>\nAlgoritmos Evolutivos. Terminolog\u00eda. Introducci\u00f3n. Conceptos B\u00e1sicos. &#8211; Representaci\u00f3n. Introducci\u00f3n. C\u00f3digos de Gray. Codificaci\u00f3n con n\u00fameros reales. Representaciones de longitud Variable. &#8211; T\u00e9cnicas de Selecci\u00f3n. Selecci\u00f3n Proporcional. Selecci\u00f3n mediante torneo. Selecci\u00f3n Uniforme. &#8211; T\u00e9cnicas de Cruce. Cruce de un punto, dos puntos y uniforme. T\u00e9cnicas de cruce para representaci\u00f3n real.<br \/>\nEvoluci\u00f3n de redes neuronales. Aprendizaje por refuerzos. Aprendizaje por refuerzos vs. aprendizaje supervisado. Aprendizaje por refuerzos evolutivo. Conceptos: exploraci\u00f3n vs. explotaci\u00f3n, el problema de asignaci\u00f3n del cr\u00e9dito, generalizaci\u00f3n, adaptaci\u00f3n y memoria. Evoluci\u00f3n. Motivaci\u00f3n. Codificaci\u00f3n. Evaluaci\u00f3n. Evoluci\u00f3n de pesos y estructura. Distintas aproximaciones. M\u00e9todos de evoluci\u00f3n SANE y HSANE. Representaci\u00f3n. Propiedades de convergencia. Comparaci\u00f3n.<br \/>\nRedes Deep Learning. Redes auto-asociativas. M\u00e1quinas de Boltzmann. Deep Belief Networks. Redes convolucionales<\/p>\n<\/div><div ><style>.fusion-body .fusion-button.button-1{border-color:var(--awb-color1);border-radius:30px 30px 30px 30px;background:#6b0046;font-size:16px;font-family:\"IBM Plex Sans\";font-weight:400;}.fusion-body .fusion-button.button-1 .fusion-button-text,.fusion-body .fusion-button.button-1 i,.fusion-body .fusion-button.button-1:hover .fusion-button-text,.fusion-body .fusion-button.button-1:hover i,.fusion-body .fusion-button.button-1:focus .fusion-button-text,.fusion-body .fusion-button.button-1:focus i,.fusion-body .fusion-button.button-1:active .fusion-button-text,.fusion-body .fusion-button.button-1:active i{color:var(--awb-color1);}.fusion-body .fusion-button.button-1:hover,.fusion-body .fusion-button.button-1:active,.fusion-body .fusion-button.button-1:focus{border-color:var(--awb-color1);background:#370030;}<\/style><a class=\"fusion-button button-flat fusion-button-default-size button-custom button-1 fusion-button-default-span fusion-button-default-type\" target=\"_blank\" rel=\"noopener noreferrer\" href=\"http:\/\/datamining.dc.uba.ar\/campus\/\"><span class=\"fusion-button-text\">CAMPUS VIRTUAL<\/span><\/a><\/div>\n<\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-3{width:66.666666666667% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-3 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 2.88%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 2.88%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-3{width:66.666666666667% !important;order : 0;}.fusion-builder-column-3 > .fusion-column-wrapper {margin-right : 2.88%;margin-left : 2.88%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-3{width:100% !important;order : 0;}.fusion-builder-column-3 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_2 1_2 fusion-flex-column fusion-flex-align-self-flex-start\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><style type=\"text\/css\">#accordion-846-1 .fusion-panel:hover{ border-color: var(--awb-color3) } #accordion-846-1 .fusion-panel { border-color:var(--awb-color3); }.fusion-accordian  #accordion-846-1 .panel-title a .fa-fusion-box{ color: #ff6526;}.fusion-accordian  #accordion-846-1 .panel-title a .fa-fusion-box:before{ font-size: 16px; width: 16px;}.fusion-accordian  #accordion-846-1 .panel-title a{font-size:24px;color:var(--awb-color8);font-family:var(--awb-typography1-font-family);font-weight:var(--awb-typography1-font-weight);font-style:var(--awb-typography1-font-style);}.fusion-accordian  #accordion-846-1 .toggle-content{font-size:var(--awb-typography4-font-size);color:var(--awb-color8);font-family:var(--awb-typography4-font-family);font-weight:var(--awb-typography4-font-weight);font-style:var(--awb-typography4-font-style);}.fusion-accordian  #accordion-846-1 .panel-title a:not(.active):hover, #accordion-846-1 .fusion-toggle-boxed-mode:hover .panel-title a { color: #370030;}.fusion-accordian  #accordion-846-1 .fusion-toggle-boxed-mode:hover .panel-title a .fa-fusion-box{ color: #370030;}.fusion-accordian  #accordion-846-1.fusion-toggle-icon-unboxed .fusion-panel .panel-title a:not(.active):hover .fa-fusion-box{ color: #370030 !important;}<\/style><div class=\"accordian fusion-accordian\"><div class=\"panel-group fusion-toggle-icon-unboxed\" id=\"accordion-846-1\"><style type=\"text\/css\">.fusion-accordian  #accordion-846-1 .panel-5af6913c5fcdc7c96 .panel-title a{color:var(--awb-color8);}.fusion-accordian  #accordion-846-1 .panel-5af6913c5fcdc7c96 .toggle-content{color:var(--awb-color8);}<\/style><div class=\"fusion-panel panel-default panel-5af6913c5fcdc7c96\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_5af6913c5fcdc7c96\"><a aria-expanded=\"false\" aria-controls=\"5af6913c5fcdc7c96\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-846-1\" data-target=\"#5af6913c5fcdc7c96\" href=\"#5af6913c5fcdc7c96\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Bibliograf\u00eda<\/span><\/a><\/h4><\/div><div id=\"5af6913c5fcdc7c96\" class=\"panel-collapse collapse \" araia-labelledby=\"toggle_5af6913c5fcdc7c96\"><div class=\"panel-body toggle-content fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-4{width:50% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-4 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 3.84%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 3.84%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-4{width:50% !important;order : 0;}.fusion-builder-column-4 > .fusion-column-wrapper {margin-right : 3.84%;margin-left : 3.84%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-4{width:100% !important;order : 0;}.fusion-builder-column-4 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-flex-container.fusion-builder-row-2{ padding-top : 50px;margin-top : 0px;padding-right : 0px;padding-bottom : 100px;margin-bottom : 0px;padding-left : 0px;}<\/style><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: #6b0046;background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:var(--awb-color3);border-style:solid;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-column-inner-bg-wrapper\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"padding: 0px 0px 0px 0px;\"><style type=\"text\/css\">@media only screen and (max-width:1024px) {.fusion-title.fusion-title-3{margin-top:10px!important; margin-right:0px!important;margin-bottom:15px!important;margin-left:0px!important;}}@media only screen and (max-width:640px) {.fusion-title.fusion-title-3{margin-top:10px!important; margin-right:0px!important;margin-bottom:10px!important; margin-left:0px!important;}}<\/style><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"margin-top:10px;margin-right:0px;margin-bottom:15px;margin-left:0px;\"><h1 class=\"title-heading-left\" style=\"margin:0;\"><p style=\"text-align: center;\">Ver programa de estudios<\/p><\/h1><\/div><\/div><span class=\"fusion-column-inner-bg hover-type-none\"><a class=\"fusion-column-anchor\" href=\"https:\/\/datamining.dc.uba.ar\/datamining\/programa-de-estudios\/\"><span class=\"fusion-column-inner-bg-image\" style=\"background-color:#ff6526;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"><\/span><\/a><\/span><style type=\"text\/css\">.fusion-body .fusion-builder-column-5{width:100% !important;margin-top : -50px;margin-bottom : 40px;}.fusion-builder-column-5 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 1.92%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 1.92%;}.fusion-flex-container .fusion-row .fusion-builder-column-5 > .fusion-column-inner-bg { margin-right:1.92%;margin-left:1.92%; }@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-5{width:100% !important;order : 0;}.fusion-builder-column-5 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}.fusion-flex-container .fusion-row .fusion-builder-column-5 > .fusion-column-inner-bg { margin-right:1.92%;margin-left:1.92%; }}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-5{width:100% !important;order : 0;}.fusion-builder-column-5 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}.fusion-flex-container .fusion-row .fusion-builder-column-5 > .fusion-column-inner-bg { margin-right:1.92%;margin-left:1.92%; }}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion_builder_column_1_1 1_1 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-section-separator section-separator hills-opacity fusion-section-separator-2\" style=\"margin-bottom:0px;\"><div class=\"fusion-section-separator-svg\" style=\"font-size:0;line-height:0;\"><svg class=\"fusion-hills-opacity-candy\" fill=\"#370030\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.1\" width=\"100%\" viewBox=\"0 -0.5 1024 182\" preserveAspectRatio=\"none\" fill=\"rgba(55,0,48,1)\"><path class=\"st0\" d=\"M0 182.086h1024V41.593c-28.058-21.504-60.109-37.581-97.075-37.581-112.845 0-198.144 93.798-289.792 93.798S437.658 6.777 351.846 6.777s-142.234 82.125-238.49 82.125c-63.078 0-75.776-31.744-113.357-53.658L0 182.086z\"\/>\n\t\t\t\t\t\t\t\t\t<path class=\"st1\" d=\"M1024 181.062v-75.878c-39.731 15.872-80.794 27.341-117.658 25.805-110.387-4.506-191.795-109.773-325.53-116.224-109.158-5.12-344.166 120.115-429.466 166.298H1024v-.001z\"\/>\n\t\t\t\t\t\t\t\t\t<path class=\"st2\" d=\"M0 182.086h1024V90.028C966.451 59.103 907.059 16.3 824.115 15.071 690.278 13.023 665.19 102.93 482.099 102.93S202.138-1.62 74.24.019C46.49.326 21.811 4.217 0 9.849v172.237z\"\/>\n\t\t\t\t\t\t\t\t\t<path class=\"st3\" d=\"M0 182.086h1024V80.505c-37.171 19.558-80.691 35.328-139.571 36.25-151.142 2.355-141.619-28.57-298.496-29.184s-138.854 47.002-305.459 43.725C132.813 128.428 91.238 44.563 0 28.179v153.907z\"\/>\n\t\t\t\t\t\t\t\t\t<path class=\"st4\" d=\"M0 182.086h1024v-77.312c-49.05 20.07-120.525 42.394-193.229 42.086-128.922-.512-159.846-72.294-255.795-72.294-89.088 0-134.656 80.179-245.043 82.022S169.063 99.346 49.971 97.401C32.768 97.094 16.077 99.244 0 103.135v78.951z\"\/>\n\t\t\t\t\t\t\t\t<\/svg><\/div><div class=\"fusion-section-separator-spacer\"><div class=\"fusion-section-separator-spacer-height\" style=\"padding-top:17.7734375%;\"><\/div><\/div><style type=\"text\/css\">.fusion-section-separator-2 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}@media only screen and (max-width:1024px) {.fusion-section-separator-2 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}}@media only screen and (max-width:640px) {.fusion-section-separator-2 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}}<\/style><\/div>\n<\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-6{width:100% !important;margin-top : 0px;margin-bottom : 0px;}.fusion-builder-column-6 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 1.92%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 1.92%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-6{width:100% !important;order : 0;}.fusion-builder-column-6 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-6{width:100% !important;order : 0;}.fusion-builder-column-6 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-flex-container.fusion-builder-row-3{ padding-top : 0px;margin-top : 0px;padding-right : 0px;padding-bottom : 0px;margin-bottom : 0px;padding-left : 0px;}<\/style><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"100-width.php","meta":{"footnotes":""},"class_list":["post-846","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Redes Neuronales - Maestr\u00eda en Data Mining<\/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:\/\/datamining.dc.uba.ar\/datamining\/redes-neuronales\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Redes Neuronales - Maestr\u00eda en Data Mining\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datamining.dc.uba.ar\/datamining\/redes-neuronales\/\" \/>\n<meta property=\"og:site_name\" content=\"Maestr\u00eda en Data Mining\" \/>\n<meta property=\"article:modified_time\" content=\"2022-12-29T18:41:25+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datamining.dc.uba.ar\/datamining\/wp-content\/uploads\/2022\/11\/logo-maestria2.png\" \/>\n\t<meta property=\"og:image:width\" content=\"250\" \/>\n\t<meta property=\"og:image:height\" content=\"84\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data1\" content=\"11 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/redes-neuronales\\\/\",\"url\":\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/redes-neuronales\\\/\",\"name\":\"Redes Neuronales - Maestr\u00eda en Data Mining\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/#website\"},\"datePublished\":\"2022-12-26T14:51:58+00:00\",\"dateModified\":\"2022-12-29T18:41:25+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/redes-neuronales\\\/#breadcrumb\"},\"inLanguage\":\"es-AR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/redes-neuronales\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/redes-neuronales\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Inicio\",\"item\":\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Redes Neuronales\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/#website\",\"url\":\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/\",\"name\":\"Maestr\u00eda en Data Mining\",\"description\":\"Facultad de Ciencias Exactas y Naturales\",\"publisher\":{\"@id\":\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"es-AR\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/#organization\",\"name\":\"Maestr\u00eda en Data Mining\",\"url\":\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es-AR\",\"@id\":\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"http:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/wp-content\\\/uploads\\\/2022\\\/11\\\/logo-maestria2.png\",\"contentUrl\":\"http:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/wp-content\\\/uploads\\\/2022\\\/11\\\/logo-maestria2.png\",\"width\":250,\"height\":84,\"caption\":\"Maestr\u00eda en Data Mining\"},\"image\":{\"@id\":\"https:\\\/\\\/datamining.dc.uba.ar\\\/datamining\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Redes Neuronales - Maestr\u00eda en Data Mining","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/datamining.dc.uba.ar\/datamining\/redes-neuronales\/","og_locale":"es_ES","og_type":"article","og_title":"Redes Neuronales - Maestr\u00eda en Data Mining","og_url":"https:\/\/datamining.dc.uba.ar\/datamining\/redes-neuronales\/","og_site_name":"Maestr\u00eda en Data Mining","article_modified_time":"2022-12-29T18:41:25+00:00","og_image":[{"width":250,"height":84,"url":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-content\/uploads\/2022\/11\/logo-maestria2.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"Tiempo de lectura":"11 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/datamining.dc.uba.ar\/datamining\/redes-neuronales\/","url":"https:\/\/datamining.dc.uba.ar\/datamining\/redes-neuronales\/","name":"Redes Neuronales - Maestr\u00eda en Data Mining","isPartOf":{"@id":"https:\/\/datamining.dc.uba.ar\/datamining\/#website"},"datePublished":"2022-12-26T14:51:58+00:00","dateModified":"2022-12-29T18:41:25+00:00","breadcrumb":{"@id":"https:\/\/datamining.dc.uba.ar\/datamining\/redes-neuronales\/#breadcrumb"},"inLanguage":"es-AR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/datamining.dc.uba.ar\/datamining\/redes-neuronales\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/datamining.dc.uba.ar\/datamining\/redes-neuronales\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Inicio","item":"https:\/\/datamining.dc.uba.ar\/datamining\/"},{"@type":"ListItem","position":2,"name":"Redes Neuronales"}]},{"@type":"WebSite","@id":"https:\/\/datamining.dc.uba.ar\/datamining\/#website","url":"https:\/\/datamining.dc.uba.ar\/datamining\/","name":"Maestr\u00eda en Data Mining","description":"Facultad de Ciencias Exactas y Naturales","publisher":{"@id":"https:\/\/datamining.dc.uba.ar\/datamining\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/datamining.dc.uba.ar\/datamining\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"es-AR"},{"@type":"Organization","@id":"https:\/\/datamining.dc.uba.ar\/datamining\/#organization","name":"Maestr\u00eda en Data Mining","url":"https:\/\/datamining.dc.uba.ar\/datamining\/","logo":{"@type":"ImageObject","inLanguage":"es-AR","@id":"https:\/\/datamining.dc.uba.ar\/datamining\/#\/schema\/logo\/image\/","url":"http:\/\/datamining.dc.uba.ar\/datamining\/wp-content\/uploads\/2022\/11\/logo-maestria2.png","contentUrl":"http:\/\/datamining.dc.uba.ar\/datamining\/wp-content\/uploads\/2022\/11\/logo-maestria2.png","width":250,"height":84,"caption":"Maestr\u00eda en Data Mining"},"image":{"@id":"https:\/\/datamining.dc.uba.ar\/datamining\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/pages\/846","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/comments?post=846"}],"version-history":[{"count":3,"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/pages\/846\/revisions"}],"predecessor-version":[{"id":943,"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/pages\/846\/revisions\/943"}],"wp:attachment":[{"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/media?parent=846"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}