{"id":3533,"date":"2022-04-22T11:26:32","date_gmt":"2022-04-22T09:26:32","guid":{"rendered":"https:\/\/www.inesem.es\/revistadigital\/informatica-y-tics\/?p=3533"},"modified":"2022-04-22T11:26:36","modified_gmt":"2022-04-22T09:26:36","slug":"tecnologias-deep-learning-vs-machine-learning","status":"publish","type":"post","link":"https:\/\/www.inesem.es\/revistadigital\/informatica-y-tics\/tecnologias-deep-learning-vs-machine-learning","title":{"rendered":"Tecnolog\u00edas Deep Learning vs Machine Learning"},"content":{"rendered":"\n<p>Para la mayor\u00eda de las personas, los t\u00e9rminos Deep Learning vs Machine Learning parecen palabras de moda intercambiables en el mundo de la inteligencia artificial. Sin embargo, esto no es as\u00ed.<\/p>\n<p>Por lo tanto, quien quiera comprender en el campo de la inteligencia artificial deben comenzar por conocer las diferencias entre Deep Learning vs Machine Learning.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_72 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.inesem.es\/revistadigital\/informatica-y-tics\/tecnologias-deep-learning-vs-machine-learning\/#Deep_Learning_vs_Machine_Learning\" title=\"Deep Learning vs Machine Learning\">Deep Learning vs Machine Learning<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.inesem.es\/revistadigital\/informatica-y-tics\/tecnologias-deep-learning-vs-machine-learning\/#%C2%BFQue_es_el_aprendizaje_autonomo\" title=\"\u00bfQu\u00e9 es el aprendizaje aut\u00f3nomo?\">\u00bfQu\u00e9 es el aprendizaje aut\u00f3nomo?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.inesem.es\/revistadigital\/informatica-y-tics\/tecnologias-deep-learning-vs-machine-learning\/#%C2%BFQue_es_el_aprendizaje_profundo\" title=\"\u00bfQu\u00e9 es el aprendizaje profundo?\">\u00bfQu\u00e9 es el aprendizaje profundo?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.inesem.es\/revistadigital\/informatica-y-tics\/tecnologias-deep-learning-vs-machine-learning\/#Principales_diferencias_entre_el_Deep_Learning_vs_Machine_Learning\" title=\"Principales diferencias entre el Deep Learning vs Machine Learning\">Principales diferencias entre el Deep Learning vs Machine Learning<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Deep_Learning_vs_Machine_Learning\"><\/span><strong>Deep Learning vs Machine Learning<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>El t\u00e9rmino Machine Learning hace referencia al uso de algoritmos para aprender de los datos a fin de completar tareas sin programaci\u00f3n expresa. El Deep Learning, en diferencia, utiliza una compleja estructura de algoritmos que se basa en el funcionamiento de la red neuronal del cerebro humano.<\/p>\n<p>Esta tecnolog\u00eda permite procesar datos no estructurados, como documentos, im\u00e1genes y texto. Aqu\u00ed identificar\u00edamos una de las mayores diferencias Deep Learnign vs Machine Learning.<\/p>\n<p>En resumen, podemos decir que el Deep Learning es un subconjunto especializado dentro de la Machine Learning, que a su vez es englobado dentro de la Artificial Intelligence AI.<\/p>\n<p>Esta tecnolog\u00eda es de las m\u00e1s sofisticadas y que mayores beneficios aportar\u00e1 a nuestras sociedades. En 2022 el <a href=\"https:\/\/2022.ecmlpkdd.org\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" data-wplink-edit=\"true\">Congreso m\u00e1s importante del mundo en Machine Learning<\/a> se celebrar\u00e1 en Espa\u00f1a y a continuaci\u00f3n, nos prepararemos para conocer m\u00e1s detalles sobre estos dos t\u00e9rminos.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%C2%BFQue_es_el_aprendizaje_autonomo\"><\/span><strong>\u00bfQu\u00e9 es el aprendizaje aut\u00f3nomo?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Con Marchine Learning o Aprendizaje Profundo, nos referimos de manera general a como los ordenadores aprenden de los datos. El Machine Learning se ubica entre la inform\u00e1tica y la estad\u00edstica. Los algoritmos se emplean para realizar tareas espec\u00edficas, pero sin ser programados expl\u00edcitamente para ello. Sin embargo, son capaces de identificar\u00a0 patrones en los datos y hacen predicciones una vez llegan otros datos.<\/p>\n<p>Este aprendizaje puede ser supervisado o no supervisado por el humano. Esto depender\u00e1 de que tipo de datos que se empleen para alimentar los algoritmos. De manera resumida podemos decir:<\/p>\n<ul>\n<li>El aprendizaje autom\u00e1tico es la intersecci\u00f3n de la computaci\u00f3n y las estad\u00edsticas, lo que brinda a las computadoras la capacidad de aprender sin programaci\u00f3n expl\u00edcita.<\/li>\n<li>Hay dos tipos principales categor\u00edas en Machine Learnign: el aprendizaje supervisado y el aprendizaje no supervisado.<\/li>\n<li>Un algoritmo de aprendizaje autom\u00e1tico puede ser algo tan simple como una regresi\u00f3n lineal.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%C2%BFQue_es_el_aprendizaje_profundo\"><\/span><strong>\u00bfQu\u00e9 es el aprendizaje profundo?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Los algoritmos de Deep Learning se consideran una evoluci\u00f3n dentro del Machine Learning. Este campo ha recibido mucha atenci\u00f3n \u00faltimamente y esto se debe a que gracias al Deep Learning se han conseguido resultados que nunca se hab\u00edan cre\u00eddo posibles antes.<\/p>\n<p>Aqu\u00ed se plantean algoritmos que analizan los datos por medio de una estructura similar a la forma en la que los humanos sacar\u00edamos conclusiones. Imitan nuestras redes neuronales a servicio de la AI.<\/p>\n<p>Para lograr esto, las aplicaciones de Deep Learning emplean una estructura de capas que reciben el nombre de red neuronal artificial (ANN).<\/p>\n<p>Hoy en d\u00eda, el aprendizaje profundo se usa en muchos campos. Por ejemplo, en la conducci\u00f3n aut\u00f3noma, el aprendizaje profundo se emplea para detectar objetos como se\u00f1ales de alto o peatones. El ej\u00e9rcito utiliza el aprendizaje profundo para identificar objetos de los sat\u00e9lites, como para encontrar \u00e1reas seguras o inseguras para sus tropas. Por supuesto, la industria de la electr\u00f3nica de consumo tambi\u00e9n tiene mucho aprendizaje profundo.\u00a0Conoce aqu\u00ed como son los <a href=\"https:\/\/www.inesem.es\/revistadigital\/informatica-y-tics\/coches-autonomos\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-wplink-edit=\"true\">coches autom\u00e1ticos con tecnolog\u00eda AI.<\/a><\/p>\n<p>El popular asistentes dom\u00e9sticos, Amazon Alexa, funciona gracias a algoritmos de Deep Learning que responde a la voz y aprende de sus preferencias.<\/p>\n<p>El Deep Learning vs Machine Learning, est\u00e1 inspirado en la red neuronal biol\u00f3gica del cerebro humano. Es un modelo mucho m\u00e1s capaz y una de las principales diferencias caracter\u00edsticas de esta sofisticada tecnolog\u00eda.<\/p>\n<p>Los Deep Learnig vs Machine Learning requieren una cantidad incre\u00edble de grandes datos para poder funcionar correctamente, pero sus resultados son de mayor potencia que en Machine Learning.<\/p>\n<p>Para resumir:<\/p>\n<ul>\n<li>El Deep Learnign es un subconjunto especializado del aprendizaje autom\u00e1tico.<\/li>\n<li>El aprendizaje profundo o Deep Learnign se basa en la estructura en capas de algoritmos conocidos como redes neuronales artificiales.<\/li>\n<li>El aprendizaje profundo o Deep Learning requiere grandes cantidades de datos, pero requiere poca intervenci\u00f3n humana para funcionar correctamente.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Principales_diferencias_entre_el_Deep_Learning_vs_Machine_Learning\"><\/span><strong>Principales diferencias entre el Deep Learning vs Machine Learning<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Esta es una pregunta com\u00fan, y si has le\u00eddo hasta aqu\u00ed, probablemente ya sepas que no deber\u00eda redactarse de esa manera. Los algoritmos de aprendizaje profundo son algoritmos de aprendizaje autom\u00e1tico.<\/p>\n<p>Por lo tanto, es mejor pensar en qu\u00e9 hace que el aprendizaje profundo sea diferente en el campo del aprendizaje autom\u00e1tico. En consecuencia, la estructura del algoritmo de la red neuronal artificial requiere la menor intervenci\u00f3n manual y los requisitos de datos m\u00e1s altos.<\/p>\n<p>Los algoritmos de aprendizaje autom\u00e1tico tradicionales tienen estructuras bastante simples como la regresi\u00f3n lineal o los \u00e1rboles de decisi\u00f3n, el aprendizaje profundo se basa en redes neuronales artificiales. Esta red neuronal artificial de m\u00faltiples capas es tan compleja y entretejida como el cerebro humano.<\/p>\n<p>Los algoritmos de Deep Learnig requieren mucha menos intervenci\u00f3n humana que los algoritmos de Machine Learning. Mientras que por medio del Machine Learning, los ingenieros inform\u00e1ticos deben de hacer elecciones de caracter\u00edsticas y clasificaciones, los algoritmos de Deep Learning extraen las caracter\u00edsticas autom\u00e1ticamente y aprenden de sus propios errores y decisiones.<\/p>\n<p>El Deep Learning vs Machine Learning, requiere una gran cantidad de datos para su funcionamiento en comparaci\u00f3n con el aprendizaje autom\u00e1tico. Un algoritmo de Deep Learning necesita millones de datos, mientras que el Machine Learnign puede funcionar con miles de puntos de datos.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Los t\u00e9rminos Deep Learning vs Machine Learning parecen palabras de moda intercambiables en el mundo de la inteligencia artificial. Sin embargo, esto no es as\u00ed.<\/p>\n","protected":false},"author":91745,"featured_media":3535,"comment_status":"open","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"class_list":["post-3533","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-redes-sistemas-y-seguridad"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Tecnolog\u00edas Deep Learning vs Machine Learning<\/title>\n<meta name=\"description\" content=\"Deep Learning vs Machine Learning parecen palabras de moda intercambiables en el mundo de la inteligencia artificial. 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