{"id":2605,"date":"2019-12-05T16:40:33","date_gmt":"2019-12-05T21:40:33","guid":{"rendered":"http:\/\/skimai.com\/?p=2605"},"modified":"2024-05-20T07:38:37","modified_gmt":"2024-05-20T12:38:37","slug":"modelado-tematico-para-jefes-de-producto","status":"publish","type":"post","link":"https:\/\/skimai.com\/es\/topic-modeling-for-product-managers\/","title":{"rendered":"Modelado tem\u00e1tico para gestores de productos"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 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\">\u00cdndice<\/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=\"Alternar tabla de contenidos\"><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-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/es\/topic-modeling-for-product-managers\/#Topic_Modeling_for_Product_Managers\" >Modelado tem\u00e1tico para gestores de productos<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/es\/topic-modeling-for-product-managers\/#What_is_Topic_Modeling\" >\u00bfQu\u00e9 es el modelado tem\u00e1tico?<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/es\/topic-modeling-for-product-managers\/#The_Difference_Between_Unsupervised_vs_Supervised_Learning\" >Diferencia entre aprendizaje no supervisado y supervisado<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/es\/topic-modeling-for-product-managers\/#The_Benefits_of_Supervised_Learning_for_Product_Managers\" >Ventajas del aprendizaje supervisado para los jefes de producto<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"Topic_Modeling_for_Product_Managers\"><\/span>Modelado tem\u00e1tico para gestores de productos<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<pre><code>        <h1><span class=\"ez-toc-section\" id=\"What_is_Topic_Modeling\"><\/span>\u00bfQu\u00e9 es el modelado tem\u00e1tico?<span class=\"ez-toc-section-end\"><\/span><\/h1>        \n    El modelado de temas es un tipo de procesamiento del lenguaje natural (PLN) que se utiliza para encontrar \"temas\", es decir, palabras o grupos de palabras que aparecen con frecuencia en un conjunto de documentos. Los modelos tem\u00e1ticos son fundamentales para los gestores de productos porque les permiten clasificar y analizar las enormes cantidades de datos de texto con las que tienen que trabajar. Los gestores de productos necesitan modelos tem\u00e1ticos para varias tareas, como:<\/p><ul><li>Analizar un amplio conjunto de opiniones para saber qu\u00e9 dicen los clientes de sus productos.<\/li><li>Entender de qu\u00e9 caracter\u00edsticas del producto hablan los clientes.<\/li><li>Obtener informaci\u00f3n sobre las nuevas funciones que desean los clientes.<\/li><li>Conocer la opini\u00f3n de los clientes sobre su producto a trav\u00e9s de las redes sociales.<\/li><\/ul><p>En cierto modo, el modelado tem\u00e1tico es similar al modelado de sentimientos: ambos son algoritmos de PNL para analizar grandes vol\u00famenes de texto. Mientras que los modelos de sentimiento tratan de determinar si un texto es positivo o negativo, los modelos tem\u00e1ticos tratan de determinar de qu\u00e9 trata un texto. Los modelos tem\u00e1ticos buscan en un conjunto de documentos las palabras o frases que aparecen con m\u00e1s frecuencia en cada documento y, a continuaci\u00f3n, establecen correlaciones cruzadas para determinar qu\u00e9 palabras y frases son las m\u00e1s comunes tanto dentro de cada documento como entre todos los documentos. Como estamos explorando el modelado tem\u00e1tico espec\u00edficamente para los gestores de productos, es importante abordar el tipo de aprendizaje que debe aplicarse.<\/p>       \n        <h2><span class=\"ez-toc-section\" id=\"The_Difference_Between_Unsupervised_vs_Supervised_Learning\"><\/span>Diferencia entre aprendizaje no supervisado y supervisado<span class=\"ez-toc-section-end\"><\/span><\/h2>        \n    <p>La mayor\u00eda de los algoritmos de modelado tem\u00e1tico se entrenan mediante aprendizaje no supervisado. \"No supervisado\" significa simplemente que el algoritmo se entrena con un gran conjunto de datos no etiquetados. El aprendizaje no supervisado ofrece muchas ventajas:<\/p><ul><li>Formaci\u00f3n y tiempo de c\u00e1lculo r\u00e1pidos.<\/li><li>S\u00f3lida selecci\u00f3n de temas no limitada por temas predefinidos.<\/li><li>Mayor precisi\u00f3n del modelo a la hora de encontrar todos los temas relevantes.<\/li><\/ul><p>Sin embargo, a pesar de sus ventajas, el aprendizaje no supervisado puede conducir a una p\u00e9rdida de precisi\u00f3n o incluso a resultados inexactos o no pertinentes cuando se analizan datos sobre un producto espec\u00edfico.<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>A diferencia del aprendizaje no supervisado, el aprendizaje supervisado consiste en entrenar el modelo tem\u00e1tico con datos etiquetados. Es decir, elegir un conjunto de temas para que el algoritmo los detecte. Este tipo de aprendizaje consiste en dar al modelo tem\u00e1tico un conjunto de temas predeterminados que debe buscar. Aunque el aprendizaje supervisado tiene el inconveniente de que requiere m\u00e1s tiempo y presenta el riesgo de pasar por alto temas clave fuera de los elegidos, tiene sus propias ventajas:<\/p>\n<ul>\n<li>Posibilidad de buscar temas espec\u00edficos.<\/li>\n<li>Posibilidad de elegir el n\u00famero de temas de b\u00fasqueda.<\/li>\n<li>Mayor precisi\u00f3n del modelo para encontrar los temas adecuados.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"The_Benefits_of_Supervised_Learning_for_Product_Managers\"><\/span>Ventajas del aprendizaje supervisado para los jefes de producto<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre><code>    <p>Si pensamos en el aprendizaje tem\u00e1tico para gestores de productos, el tipo de formaci\u00f3n m\u00e1s eficaz para sus modelos tem\u00e1ticos es el aprendizaje supervisado. Para, por ejemplo, escribir un trabajo de investigaci\u00f3n, el aprendizaje no supervisado es \u00f3ptimo, ya que descubrir\u00e1 los temas m\u00e1s comunes y el contexto en el que se utilizan. En cambio, un gestor de productos ya sabe qu\u00e9 temas buscar. M\u00e1s que conocimientos generales sobre los temas de los documentos, un gestor de productos necesita encontrar datos espec\u00edficos de su producto. Por lo general, un gestor de productos ya sabe qu\u00e9 informaci\u00f3n necesita sobre su producto y obtendr\u00e1 los datos m\u00e1s beneficiosos de un modelo tem\u00e1tico entren\u00e1ndolo con esta informaci\u00f3n. Las ventajas de utilizar el aprendizaje supervisado para el modelado de temas para los gestores de productos son:<\/p><ul><li>El aprendizaje supervisado proporciona mejores resultados cuando se trabaja con documentos industriales y de noticias.<\/li><li>El aprendizaje supervisado limita el alcance de los temas modelizados a s\u00f3lo los temas relacionados con el producto espec\u00edfico.<\/li><li>El aprendizaje supervisado conduce a temas relevantes para el caso de uso del gestor de productos, como temas de revisi\u00f3n frente a temas de caracter\u00edsticas.<\/li><\/ul><p>En resumen, los modelos tem\u00e1ticos constituyen un algoritmo de PNL para encontrar las palabras y frases m\u00e1s comunes en un gran conjunto de documentos. Los modelos tem\u00e1ticos pueden entrenarse mediante aprendizaje supervisado y no supervisado. Aunque ambos tipos de aprendizaje tienen sus ventajas, los modelos tem\u00e1ticos para gestores de productos son los que m\u00e1s se benefician del aprendizaje supervisado.<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>\u00bfListo para empezar? Consulte nuestro art\u00edculo sobre <a href=\"http:\/\/skimai.com\/es\/10-buenas-practicas-para-almacenar-datos-etiquetados\/\">10 buenas pr\u00e1cticas para almacenar datos etiquetados<\/a> para asegurarse de que dispone de un conjunto de datos s\u00f3lido y bien organizado para su modelo tem\u00e1tico supervisado.<\/p>","protected":false},"excerpt":{"rendered":"<p>Topic Modeling for Product Managers What is Topic Modeling? Topic modeling is a type of natural language processing (NLP) used to find \u201ctopics,\u201d or commonly occurring words or groups of words, within a set of documents. Topic models are critical to product managers because they enable them to sort and analyze the huge amounts of [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":2610,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125,67,78],"tags":[79,75,91],"class_list":["post-2605","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-ml-nlp","category-ai-project-management","tag-how-to","tag-nlp","tag-topic-modeling"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Topic Modeling for Product Managers - A Beginner&#039;s Guide - by Skim AI<\/title>\n<meta name=\"description\" content=\"&quot;How to&quot; guide for project managers that want to use Topic Modeling to make sense of data by organizing and categorizing data into topics\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/es\/modelado-tematico-para-jefes-de-producto\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Topic Modeling for Product Managers - A Beginner&#039;s Guide - by Skim AI\" \/>\n<meta property=\"og:description\" content=\"&quot;How to&quot; guide for project managers that want to use Topic Modeling to make sense of data by organizing and categorizing data into topics\" \/>\n<meta property=\"og:url\" content=\"https:\/\/skimai.com\/es\/modelado-tematico-para-jefes-de-producto\/\" \/>\n<meta property=\"og:site_name\" content=\"Skim AI\" \/>\n<meta property=\"article:published_time\" content=\"2019-12-05T21:40:33+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-20T12:38:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/skimai.com\/wp-content\/uploads\/2019\/12\/topic-modeling-for-product-managers.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2999\" \/>\n\t<meta property=\"og:image:height\" content=\"1999\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Greggory Elias\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Greggory Elias\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/skimai.com\/topic-modeling-for-product-managers\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/skimai.com\/topic-modeling-for-product-managers\/\"},\"author\":{\"name\":\"Greggory Elias\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6\"},\"headline\":\"Topic Modeling for Product Managers\",\"datePublished\":\"2019-12-05T21:40:33+00:00\",\"dateModified\":\"2024-05-20T12:38:37+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/skimai.com\/topic-modeling-for-product-managers\/\"},\"wordCount\":150,\"publisher\":{\"@id\":\"https:\/\/skimai.com\/uk\/#organization\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/topic-modeling-for-product-managers\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2019\/12\/topic-modeling-for-product-managers.jpg\",\"keywords\":[\"how to\",\"nlp\",\"topic modeling\"],\"articleSection\":[\"Enterprise AI\",\"LLMs \/ NLP\",\"Project Management\"],\"inLanguage\":\"es\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/skimai.com\/topic-modeling-for-product-managers\/\",\"url\":\"https:\/\/skimai.com\/topic-modeling-for-product-managers\/\",\"name\":\"Topic Modeling for Product Managers - 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