{"id":709,"date":"2017-08-31T06:44:12","date_gmt":"2017-08-31T04:44:12","guid":{"rendered":"https:\/\/preblogs.deusto.es\/bigdata\/?p=709"},"modified":"2020-11-20T18:33:05","modified_gmt":"2020-11-20T17:33:05","slug":"un-pequeno-experimento-con-deep-learning","status":"publish","type":"post","link":"https:\/\/blogs.deusto.es\/bigdata\/un-pequeno-experimento-con-deep-learning\/","title":{"rendered":"Un peque\u00f1o experimento con Deep Learning"},"content":{"rendered":"<p>(Art\u00edculo escrito por nuestro profesor <a href=\"http:\/\/es.linkedin.com\/in\/pedro-g\u00f3mez-tejerina-158309\" target=\"_blank\" rel=\"noopener noreferrer\">Pedro G\u00f3mez<\/a>)<\/p>\n<div style=\"text-align: justify\">Como muchos ya sabr\u00e9is, <a href=\"https:\/\/dailywireless.org\/internet\/deep-learning-guide\/\">Deep Learning<\/a> no es sino un conjunto de algoritmos de Machine Learning que se caracterizan por emplear <strong>modelos de redes neuronales\u00a0con muchas capas para lograr el aprendizaje<\/strong> deseado.<\/div>\n<div style=\"text-align: justify\"><\/div>\n<div style=\"text-align: justify\">Para que funcionen de manera correcta, requieren de muchos ejemplos\u00a0o datos a partir de los cuales los<strong> algoritmos<\/strong> puedan llegar a <strong>aprender de manera autom\u00e1tica<\/strong>. Tambi\u00e9n requieren de una gran <strong>capacidad de computaci\u00f3n<\/strong>, por lo que en los \u00faltimos a\u00f1os han ido ganando importancia gracias entre otras cosas a la potencia de las GPUs.<\/div>\n<div><\/div>\n<div style=\"text-align: justify\">La diferencia principal con el resto de t\u00e9cnicas de Machine Learning es que mientras las t\u00e9cnicas\u00a0tradicionales <strong>requieren procesar primero los datos<\/strong> generando caracter\u00edsticas\u00a0de los mismos antes de aprender, las t\u00e9cnicas de <strong>Deep Learning consiguen realizar el aprendizaje deseado\u00a0sin ese paso previo<\/strong>.<\/div>\n<div><\/div>\n<div style=\"text-align: justify\">Algunas aplicaciones comunes del Deep Learning son:<\/div>\n<ul style=\"text-align: justify\">\n<li>Reconocimiento de im\u00e1genes<\/li>\n<li>Detecci\u00f3n de objetos<\/li>\n<li>Sistemas de recomendaci\u00f3n<\/li>\n<li>Traducci\u00f3n de lenguaje<\/li>\n<li>etc.<\/li>\n<\/ul>\n<div style=\"text-align: justify\">Mientras que otras menos conocidas pueden ser:<\/div>\n<ul>\n<li style=\"text-align: justify\">Compresi\u00f3n de im\u00e1genes<\/li>\n<li style=\"text-align: justify\">Escalado de im\u00e1genes\u00a0<a href=\"http:\/\/engineering.flipboard.com\/2015\/05\/scaling-convnets\" target=\"_blank\" rel=\"noopener noreferrer\" data-saferedirecturl=\"https:\/\/www.google.com\/url?hl=en&amp;q=http:\/\/engineering.flipboard.com\/2015\/05\/scaling-convnets&amp;source=gmail&amp;ust=1504237906113000&amp;usg=AFQjCNHWLaD-MPZ0uDiZJdRPF0kVdFRXow\">http:\/\/engineering.flipboard.com\/2015\/05\/scaling-convnets<\/a><\/li>\n<li style=\"text-align: justify\">Generaci\u00f3n de m\u00fasica\u00a0<a href=\"https:\/\/deepjazz.io\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-saferedirecturl=\"https:\/\/www.google.com\/url?hl=en&amp;q=https:\/\/deepjazz.io\/&amp;source=gmail&amp;ust=1504237906113000&amp;usg=AFQjCNHmxZNdX0VV45TWmba4O5MpOT3L7A\">https:\/\/deepjazz.io\/<\/a><\/li>\n<li style=\"text-align: justify\">\u00bfQu\u00e9 pasar\u00eda si intent\u00e1ramos que una red neuronal escribiera el gui\u00f3n de una pel\u00edcula de ciencia ficci\u00f3n si la entrenamos con guiones de otras pel\u00edculas del g\u00e9nero?<\/li>\n<\/ul>\n<div style=\"text-align: justify\">Por el lado del software, existen varios <strong>frameworks<\/strong> que nos <strong>permiten utilizar las t\u00e9cnicas de Deep Learning<\/strong>. B\u00e1sicamente,\u00a0cada proveedor de servicios en la nube ha creado su propio framework, como parte de su estrategia para competir por dichos servicios.\u00a0Uno de los m\u00e1s conocidos es Tensorflow de Google:\u00a0<a href=\"https:\/\/www.tensorflow.org\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-saferedirecturl=\"https:\/\/www.google.com\/url?hl=en&amp;q=https:\/\/www.tensorflow.org\/&amp;source=gmail&amp;ust=1504237906113000&amp;usg=AFQjCNFF1N7q94q5cu9L0u3QvebAjMIzRA\">https:\/\/www.tensorflow.org\/<\/a><\/div>\n<div style=\"text-align: justify\"><\/div>\n<div style=\"text-align: justify\">Una de las ventajas de Tensorflow, es que tiene conexi\u00f3n con lenguajes de programaci\u00f3n populares en el mundo del Machine Learning, como R y Python.\u00a0En el caso del ejemplo que os voy a comentar, \u00e9ste ha sido el framework que he utilizado.<\/div>\n<div style=\"text-align: justify\"><\/div>\n<div style=\"text-align: justify\">Imaginemos que nos quisi\u00e9ramos inventar nombres de personas nuevos en euskera. Para poder entrenar un modelo que pueda aprender\u00a0un modelo de lenguaje, necesitamos ejemplos de nombres en euskera ya existentes. En este caso, he descargado la lista de nombres disponibles en Euskera separada por sexos:<\/div>\n<div style=\"text-align: justify\">\n<figure id=\"attachment_710\" aria-describedby=\"caption-attachment-710\" style=\"width: 1663px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/blogs.deusto.es\/bigdata\/wp-content\/uploads\/sites\/8\/2017\/08\/Nombres-de-persona.png\"><img fetchpriority=\"high\" decoding=\"async\" class=\"size-full wp-image-710\" src=\"https:\/\/blogs.deusto.es\/bigdata\/wp-content\/uploads\/sites\/8\/2017\/08\/Nombres-de-persona.png\" alt=\"Nombres de personas en euskera (Fuente: http:\/\/www.euskaltzaindia.eus\/index.php?option=com_content&amp;view=article&amp;id=4161&amp;Itemid=699&amp;lang=es)\" width=\"1663\" height=\"943\" srcset=\"https:\/\/blogs.deusto.es\/wp-content\/uploads\/sites\/8\/2017\/08\/Nombres-de-persona.png 1663w, https:\/\/blogs.deusto.es\/wp-content\/uploads\/sites\/8\/2017\/08\/Nombres-de-persona-300x170.png 300w, https:\/\/blogs.deusto.es\/wp-content\/uploads\/sites\/8\/2017\/08\/Nombres-de-persona-1024x581.png 1024w\" sizes=\"(max-width: 1663px) 100vw, 1663px\" \/><\/a><figcaption id=\"caption-attachment-710\" class=\"wp-caption-text\">Nombres de personas en euskera (Fuente: http:\/\/www.euskaltzaindia.eus\/index.php?option=com_content&amp;view=article&amp;id=4161&amp;Itemid=699&amp;lang=es)<\/figcaption><\/figure>\n<\/div>\n<div style=\"text-align: justify\">Disponemos en este caso de 1529 nombres de hombres y 1669 de mujeres. La verdad es que <strong>son pocos<\/strong>, y para hacer un experimento <strong>m\u00e1s serio ser\u00eda conveniente disponer de m\u00e1s\u00a0datos<\/strong>. Quiz\u00e1s alguien disponga de un listado m\u00e1s completo.<\/div>\n<div style=\"text-align: justify\"><\/div>\n<div style=\"text-align: justify\">Podemos intentar generar un modelo de Deep Learning que modelice la probabilidad de observar un nombre en euskera como la\u00a0probabilidad conjunta condicional de cada una de las letras anteriores que aparecen en dicho nombre. Para entrenar este modelo en este caso\u00a0he optado por una arquitectura de red denominada <a href=\"https:\/\/en.wikipedia.org\/wiki\/Recurrent_neural_network\" target=\"_blank\" rel=\"noopener noreferrer\">RNN, Recurrent Neural Network<\/a>.<\/div>\n<div style=\"text-align: justify\"><\/div>\n<div style=\"text-align: justify\">\u00bfSer\u00e1 el modelo capaz de inventar nombres nuevos en Euskera a partir de los ya existentes?\u00a0Os adjunto un listado de algunos de los nombres nuevos que he obtenido, \u00bfos suenan a nombres en euskera? Os aseguro que no figuran en la lista oficial de Euskaltzaindia:<\/div>\n<div><\/div>\n<table style=\"width: 100%\">\n<tbody>\n<tr>\n<th>Hombres<\/th>\n<th>Mujeres<\/th>\n<\/tr>\n<tr>\n<td>O\u00f1at<\/td>\n<td>Buga<\/td>\n<\/tr>\n<tr>\n<td>Elaitz<\/td>\n<td>Abenle<\/td>\n<\/tr>\n<tr>\n<td>Aldeka<\/td>\n<td>Hezua<\/td>\n<\/tr>\n<tr>\n<td>Molen<\/td>\n<td>Auntzun<\/td>\n<\/tr>\n<tr>\n<td>Xapebo<\/td>\n<td>Saiane<\/td>\n<\/tr>\n<tr>\n<td>Odrin<\/td>\n<td>Durosi<\/td>\n<\/tr>\n<tr>\n<td>Olaxo<\/td>\n<td>Guna<\/td>\n<\/tr>\n<tr>\n<td>Etein<\/td>\n<td>Lenine<\/td>\n<\/tr>\n<tr>\n<td>Lari<\/td>\n<td>Urparana<\/td>\n<\/tr>\n<tr>\n<td>Agotz<\/td>\n<td>Manke<\/td>\n<\/tr>\n<tr>\n<td>Enix<\/td>\n<td>Gatzide<\/td>\n<\/tr>\n<tr>\n<td>Ereki<\/td>\n<td>Kalunia<\/td>\n<\/tr>\n<tr>\n<td>Isteru<\/td>\n<td>Izia<\/td>\n<\/tr>\n<tr>\n<td>Ortzo<\/td>\n<td>Emalene<\/td>\n<\/tr>\n<tr>\n<td>Hiraso<\/td>\n<td>Niresku<\/td>\n<\/tr>\n<tr>\n<td>Jariti<\/td>\n<td>Ozoitza<\/td>\n<\/tr>\n<tr>\n<td>Nankin<\/td>\n<td>Irnen<\/td>\n<\/tr>\n<tr>\n<td>Leniz<\/td>\n<td>Jenitz<\/td>\n<\/tr>\n<tr>\n<td>Ultaz<\/td>\n<td>Erzui<\/td>\n<\/tr>\n<tr>\n<td>Benitx<\/td>\n<td>Azkiloga<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<div>A m\u00ed al menos s\u00ed me parecen bastante euskaldunes!<\/div>\n","protected":false},"excerpt":{"rendered":"<p>(Art\u00edculo escrito por nuestro profesor Pedro G\u00f3mez) Como muchos ya sabr\u00e9is, Deep Learning no es sino un conjunto de algoritmos de Machine Learning que se caracterizan por emplear modelos de redes neuronales\u00a0con muchas capas para lograr el aprendizaje deseado. Para que funcionen de manera correcta, requieren de muchos ejemplos\u00a0o datos a partir de los cuales &hellip; <a href=\"https:\/\/blogs.deusto.es\/bigdata\/un-pequeno-experimento-con-deep-learning\/\" class=\"more-link\">Seguir leyendo <span class=\"screen-reader-text\">Un peque\u00f1o experimento con Deep Learning<\/span> <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":136,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[1],"tags":[378,3,459,19,4,462,461,460,458],"class_list":["post-709","post","type-post","status-publish","format-standard","hentry","category-sin-categoria","tag-deep-learning","tag-deusto","tag-euskaltzaindia","tag-machine-learning","tag-programa-big-data","tag-recurrent-neural-network","tag-redes-neuronales","tag-rnn","tag-tensor-flow"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - 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