{"id":4244,"date":"2020-11-28T13:30:00","date_gmt":"2020-11-28T17:30:00","guid":{"rendered":"https:\/\/blog.virginmobile.cl\/?p=4244"},"modified":"2022-02-24T14:19:52","modified_gmt":"2022-02-24T18:19:52","slug":"lo-que-debes-saber-sobre-la-red-generativa-antagonica-gan","status":"publish","type":"post","link":"https:\/\/www.virginmobile.cl\/blog\/innovacion\/lo-que-debes-saber-sobre-la-red-generativa-antagonica-gan\/","title":{"rendered":"Lo que debes saber sobre la Red Generativa Antag\u00f3nica (GAN)"},"content":{"rendered":"\n<p>Ya estamos acostumbrados a enterarnos de avances tecnol\u00f3gicos que parecen provenir de un guion de pel\u00edcula de ciencia ficci\u00f3n.&nbsp;<\/p>\n\n\n\n<p>Uno de ellos (y que est\u00e1 presenta hace varios a\u00f1os) es la Red Generativa Antag\u00f3nica (RGA) o tambi\u00e9n conocida en ingl\u00e9s como Generative Adversarial Networks(GAN).<\/p>\n\n\n\n<p>\u00bfDe qu\u00e9 se trata esta peculiar innovaci\u00f3n? \u00bfCu\u00e1les son las claves para entenderla? En&nbsp;<a href=\"https:\/\/blog.virginmobile.cl\/\">Naci\u00f3n Virgin<\/a>&nbsp;te lo explicamos. Prep\u00e1rate para sumergirte en el progreso tecnol\u00f3gico.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Red Generativa Antag\u00f3nica: cuando las m\u00e1quinas alcanzan un nivel superior<\/h3>\n\n\n\n<p>La RGA consiste en un algoritmo basado en un&nbsp;<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/puentesdigitales.com\/2019\/04\/05\/todo-lo-que-necesitas-saber-sobre-las-gan-redes-generativas-antagonicas\/#:~:text=Las%20Redes%20Generativas%20Antag%C3%B3nicas%2C%20o,por%20Ian%20Goodfellow%20et%20al\">sistema de dos redes neuronales<\/a>: el Generador y Discriminador, los que compiten entre ellos.&nbsp;<\/p>\n\n\n\n<p>La primera red se encarga de crear variaciones en los datos que ya ha visto (como fotograf\u00edas). La segunda eval\u00faa entre elementos de los datos originales y los producidos por el generador.\u00a0<\/p>\n\n\n\n<p>De esta forma, estas dos redes neuronales se interrelacionan para originar algo completamente nuevo.&nbsp;<\/p>\n\n\n\n<p>Un ejemplo de ello es el proyecto \u201c<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/www.xatakaciencia.com\/tecnologia\/estos-retratos-fotorrealistas-emperadores-romanos-han-sido-creados-a-partir-referencias-historicas-usando-red-neuronal\">Roman Emperor Project\u201d,<\/a>&nbsp;de Daniel Voshart, que consiste en la creaci\u00f3n de los retratos fotorrealistas de los principales emperadores romanos ideados \u00fanicamente con referencias hist\u00f3ricas.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Antecedentes de la RGA<\/h3>\n\n\n\n<p>La idea de la Red Generativa Antag\u00f3nica fue presentada en 2014 por Ian Goodfellow. En ese momento se dedicaba a estudiar\u00a0<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/www.technologyreview.es\/listas\/35-innovadores-con-menos-de-35\/2017\/inventores\/ian-goodfellow\">como las redes neuronales pueden aprender de forma aut\u00f3noma<\/a>.\u00a0<\/p>\n\n\n\n<p>Goodfellow bas\u00f3 su idea en las investigaciones de J\u00fcrgen Schmidhuber sobre la curiosidad artificial y la previsualizaci\u00f3n de minimizaci\u00f3n y en el concepto de Aprendizaje de Turing.&nbsp;<\/p>\n\n\n\n<p>El proyecto fue toda una innovaci\u00f3n para la Inteligencia Artificial (IA) que hasta entonces se hab\u00eda dedicado a identificar y clasificar elementos dentro de las im\u00e1genes, por ejemplo, de Google, pero no a crear algo desde cero.&nbsp;<\/p>\n\n\n\n<p>En ese sentido, el objetivo de las Redes Generativas Antag\u00f3nicas es darle&nbsp;<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/www.technologyreview.es\/s\/10016\/el-senor-de-las-gan-el-hombre-que-dio-imaginacion-las-maquinas\">\u201cimaginaci\u00f3n\u201d a las m\u00e1quinas<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Los alcances de la Red Generativa Antag\u00f3nica<\/h3>\n\n\n\n<p>Hoy por hoy, las RGA o GAN pueden ser utilizadas para componer m\u00fasica, para la creaci\u00f3n de im\u00e1genes fotorrealistas de rostros humanos falsos, en el dise\u00f1o industrial, para habitaciones interiores, para escenas realistas de videojuegos o para crear aplicaciones 3D.&nbsp;<\/p>\n\n\n\n<p>Del mismo modo, tambi\u00e9n son utilizados para videos como los\u00a0<a href=\"https:\/\/blog.virginmobile.cl\/tecnologia\/deepfake-la-tecnologia-que-hay-que-combatir\">deepfakes<\/a>. Se pueden editar videos falsos de personas que parecen reales, pero no lo son.\u00a0<\/p>\n\n\n\n<p>As\u00ed, la Red Generativa Antag\u00f3nica tiene un gran potencial, pues seg\u00fan su creador podr\u00eda optimizar \u00e1reas dentro de la ingenier\u00eda o las ciencias, como el dise\u00f1o de medicamentos, para hacer autos \u00f3ptimos o edificios de mejor calidad que resistan las inclemencias del tiempo.<\/p>\n\n\n\n<p>No obstante, esta innovaci\u00f3n tambi\u00e9n tiene un lado negativo y esa es la creaci\u00f3n de noticias o im\u00e1genes falsas, que pueden confundir al p\u00fablico y generar desconocimiento.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ya estamos acostumbrados a enterarnos de avances tecnol\u00f3gicos que parecen provenir de un guion de pel\u00edcula de ciencia ficci\u00f3n.&nbsp; Uno de ellos (y que est\u00e1 presenta hace varios a\u00f1os) es la Red Generativa Antag\u00f3nica (RGA) o tambi\u00e9n conocida en ingl\u00e9s como Generative Adversarial Networks(GAN). \u00bfDe qu\u00e9 se trata esta peculiar innovaci\u00f3n? \u00bfCu\u00e1les son las claves [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":4246,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[202],"tags":[937,936],"class_list":["post-4244","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-innovacion","tag-gan","tag-red-generativa-antagonica"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - 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