{"id":164143,"date":"2024-05-13T17:49:02","date_gmt":"2024-05-13T23:49:02","guid":{"rendered":"https:\/\/tecscience.tec.mx\/es\/?p=164143"},"modified":"2024-12-12T11:43:51","modified_gmt":"2024-12-12T17:43:51","slug":"redes-neuronales","status":"publish","type":"post","link":"https:\/\/tecscience.tec.mx\/es\/tecnologia\/redes-neuronales\/","title":{"rendered":"Redes neuronales artificiales o c\u00f3mo emular el razonamiento"},"content":{"rendered":"\n<p>En 1957 se cre\u00f3 un <strong>modelo matem\u00e1tico<\/strong> que emulaba el razonamiento de una <strong>neurona<\/strong> y que, actualmente, es usado en las aplicaciones de cadenas de producci\u00f3n hasta <a href=\"\/es\/tecnologia\/chat-gpt-en-la-educacion\/\" target=\"_blank\" rel=\"noreferrer noopener\">Chat GPT<\/a>. Te explicamos qu\u00e9 son y c\u00f3mo surgen las <strong>redes neuronales<\/strong>.\u00a0<\/p>\n\n\n\n<p>Los cient\u00edficos buscaban entender c\u00f3mo razonamos los seres humanos y a partir de ello desarrollaron un modelo que simulaba el proceso de una <strong>neurona<\/strong>, esos fueron los cimientos de las <strong>redes neuronales<\/strong> artificiales que hoy han desembocado en herramientas como la <a href=\"\/es\/tag\/inteligencia-artificial\/\" target=\"_blank\" rel=\"noreferrer noopener\">Inteligencia Artificial<\/a> (IA).\u00a0<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"\u00bfQu\u00e9 son las redes neuronales y cu\u00e1les son algunas de sus aplicaciones? #shorts #redesneuronales\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/uU6ClO6TDM4?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>Fue <strong>Frank Rosenblatt<\/strong>, un psic\u00f3logo, inform\u00e1tico y neurocient\u00edfico estadounidense, quien en 1957 cre\u00f3 un <strong>modelo matem\u00e1tico<\/strong> que permit\u00eda clasificar informaci\u00f3n, su hallazgo se conoci\u00f3 como \u201c<strong>perceptr\u00f3n<\/strong>\u201d y pod\u00eda identificar si determinadas caracter\u00edsticas constitu\u00edan a un animal o eran propias de una fruta.<\/p>\n\n\n\n<p>Esta clasificaci\u00f3n es el inicio de una <strong>red neuronal<\/strong>: \u201cPara detectar si es un perro o un gato, necesitamos caracter\u00edsticas como el tama\u00f1o, el ruido que hacen y su tipo de garra, esta capa de entrada es lo que llamamos pesos, estos nos van a decir qu\u00e9 caracter\u00edstica es m\u00e1s importante\u201d, explica <a href=\"https:\/\/research.tec.mx\/vivo-tec\/display\/PID_318499\" target=\"_blank\" rel=\"noreferrer noopener\">V\u00edctor Sosa<\/a>, miembro del grupo de <a href=\"https:\/\/tec.mx\/es\/investigacion\/inteligencia-artificial-avanzada\" target=\"_blank\" rel=\"noreferrer noopener\">investigaci\u00f3n de IA Avanzada<\/a> del <strong>Tec de Monterrey de la <a href=\"\/es\/tag\/escuela-de-ingenieria-y-ciencias\/\" target=\"_blank\" rel=\"noreferrer noopener\">Escuela de Ingenier\u00eda y Ciencias<\/a><\/strong>.<\/p>\n\n\n\n<p>Dentro de este mismo modelo matem\u00e1tico se considera el <strong>sesgo<\/strong> o en ingl\u00e9s <em><strong>bias<\/strong><\/em> que ayuda a calcular un margen de error. De acuerdo con el especialista, siguiendo con la misma analog\u00eda del cerebro, el <strong>perceptr\u00f3n<\/strong> ser\u00eda una sola neurona.<\/p>\n\n\n\n<p>Si bien al principio se consider\u00f3 que un solo <strong>perceptr\u00f3n<\/strong> no ser\u00eda de mucha utilidad, se descubri\u00f3 que si se constru\u00eda una <strong>red de varios<\/strong>, lograban resolver <strong>problemas m\u00e1s complejos<\/strong>.&nbsp;<\/p>\n\n\n\n<p>M\u00e1s adelante, cuenta Sosa, se crearon herramientas para <strong>procesar im\u00e1genes<\/strong> que luego ser\u00edan analizadas por la red:<\/p>\n\n\n\n<p>\u201cAhora se le conoce como <strong>aprendizaje profundo <\/strong>porque se le agregaron m\u00e1s capas a las <strong>redes neuronales<\/strong>; es como un profesor, va a un sal\u00f3n de clase y les ense\u00f1a a los alumnos una derivada, un l\u00edmite y en funci\u00f3n de ello hacen ejercicios, as\u00ed act\u00faan ahora las redes neuronales\u201d, explica.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-cuales-son-las-aplicaciones-de-las-redes-neuronales\"><strong>\u00bfCu\u00e1les son las aplicaciones de las redes neuronales?<\/strong><\/h2>\n\n\n\n<p>Las <strong>redes neuronales<\/strong> artificiales tienen diversas aplicaciones como vigilar la banda de producci\u00f3n de un art\u00edculo que podr\u00eda estar defectuoso, en la log\u00edstica de una empresa de paqueter\u00eda o en herramientas como Chat GPT.<\/p>\n\n\n\n<p>En el caso del equipo de investigaci\u00f3n de IA Avanzada del Tec, por ejemplo, est\u00e1n buscando crear una<strong> Inteligencia Artificial <\/strong>capaz de generar otras IAs porque, de acuerdo con Sosa, se trata de <strong>democratizar el uso de estas tecnolog\u00edas<\/strong>.<\/p>\n\n\n\n<p>\u201cEstamos dise\u00f1ando estrategias de b\u00fasquedas inteligentes, que t\u00fa les digas \u2018tengo estas bases de datos de im\u00e1genes hist\u00f3ricas da\u00f1adas y yo quiero una red que me permita restaurar estas im\u00e1genes\u2019\u201d, cuenta.<\/p>\n\n\n\n<p>Para Sosa, el futuro de las <strong>redes neuronales<\/strong> no est\u00e1 en una sola red que sea capaz de realizar cualquier tarea, por dif\u00edcil que sea, sino en parecerse a las personas que se especializan. De tal suerte que tendremos, seg\u00fan sus pron\u00f3sticos, una red especializada en arquitectura, en medicina y otras disciplinas.<\/p>\n\n\n\n<p><em>\u00bfTe interes\u00f3 esta historia? \u00bfQuieres publicarla?\u00a0 Contacta a nuestra editora de contenidos para conocer m\u00e1s\u00a0<a href=\"mailto:marianaleonm@tec.mx\" target=\"_blank\" rel=\"noreferrer noopener\">marianaleonm@tec.mx<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Son la base de Chat GPT y otras herramientas de inteligencia artificial, te explicamos c\u00f3mo surgen y cu\u00e1les son sus aplicaciones. <\/p>\n","protected":false},"author":24,"featured_media":164150,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_eb_attr":"","footnotes":""},"categories":[98],"tags":[114,244,474],"class_list":["post-164143","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tecnologia","tag-escuela-de-ingenieria-y-ciencias","tag-inteligencia-artificial","tag-tecnologia"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.0 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>\u00bfQu\u00e9 son las redes neuronales artificiales? 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