{"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":"modelacao-de-topicos-para-gestores-de-produtos","status":"publish","type":"post","link":"https:\/\/skimai.com\/pt\/topic-modeling-for-product-managers\/","title":{"rendered":"Modela\u00e7\u00e3o de t\u00f3picos para gestores de produtos"},"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 o \u00edndice\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Alternar<\/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\/pt\/topic-modeling-for-product-managers\/#Topic_Modeling_for_Product_Managers\" >Modela\u00e7\u00e3o de t\u00f3picos para gestores de produtos<\/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\/pt\/topic-modeling-for-product-managers\/#What_is_Topic_Modeling\" >O que \u00e9 a modela\u00e7\u00e3o de t\u00f3picos?<\/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\/pt\/topic-modeling-for-product-managers\/#The_Difference_Between_Unsupervised_vs_Supervised_Learning\" >A diferen\u00e7a entre aprendizagem n\u00e3o supervisionada e supervisionada<\/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\/pt\/topic-modeling-for-product-managers\/#The_Benefits_of_Supervised_Learning_for_Product_Managers\" >As vantagens da aprendizagem supervisionada para os gestores de produto<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"Topic_Modeling_for_Product_Managers\"><\/span>Modela\u00e7\u00e3o de t\u00f3picos para gestores de produtos<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<pre><code>        <h1><span class=\"ez-toc-section\" id=\"What_is_Topic_Modeling\"><\/span>O que \u00e9 a modela\u00e7\u00e3o de t\u00f3picos?<span class=\"ez-toc-section-end\"><\/span><\/h1>        \n    A modela\u00e7\u00e3o de t\u00f3picos \u00e9 um tipo de processamento de linguagem natural (PNL) utilizado para encontrar \"t\u00f3picos\", ou palavras ou grupos de palavras comuns, num conjunto de documentos. Os modelos de t\u00f3picos s\u00e3o fundamentais para os gestores de produtos porque lhes permitem ordenar e analisar as enormes quantidades de dados de texto com que t\u00eam de trabalhar. Os gestores de produto necessitam de modelos de t\u00f3picos para v\u00e1rias tarefas, tais como:<\/p><ul><li>Analisar um grande conjunto de avalia\u00e7\u00f5es para saber o que os clientes est\u00e3o a dizer sobre os seus produtos.<\/li><li>Compreender as caracter\u00edsticas dos produtos de que os clientes est\u00e3o a falar.<\/li><li>Obter informa\u00e7\u00f5es sobre as novas funcionalidades que os clientes desejam.<\/li><li>Conhecer a opini\u00e3o dos clientes sobre o seu produto atrav\u00e9s das redes sociais.<\/li><\/ul><p>De certa forma, a modela\u00e7\u00e3o de t\u00f3picos \u00e9 semelhante \u00e0 modela\u00e7\u00e3o de sentimentos: ambos s\u00e3o algoritmos de PLN para analisar grandes volumes de texto. Enquanto os modelos de sentimento procuram determinar se um texto \u00e9 positivo ou negativo, os modelos de t\u00f3picos procuram determinar o tema de um texto. Os modelos de t\u00f3picos funcionam procurando num conjunto de documentos as palavras ou frases que ocorrem mais frequentemente em cada documento e, em seguida, efectuando uma correla\u00e7\u00e3o cruzada para determinar quais as palavras e frases mais comuns em cada documento e entre todos os documentos. Como estamos a explorar a modela\u00e7\u00e3o de t\u00f3picos especificamente para gestores de produtos, \u00e9 importante abordar o tipo de aprendizagem que deve ser aplicado.<\/p>       \n        <h2><span class=\"ez-toc-section\" id=\"The_Difference_Between_Unsupervised_vs_Supervised_Learning\"><\/span>A diferen\u00e7a entre aprendizagem n\u00e3o supervisionada e supervisionada<span class=\"ez-toc-section-end\"><\/span><\/h2>        \n    <p>A maior parte dos algoritmos de modela\u00e7\u00e3o de t\u00f3picos s\u00e3o treinados atrav\u00e9s de aprendizagem n\u00e3o supervisionada. \"N\u00e3o supervisionada\" significa simplesmente que o algoritmo \u00e9 treinado num grande conjunto de dados n\u00e3o rotulados. A aprendizagem n\u00e3o supervisionada oferece muitas vantagens:<\/p><ul><li>Forma\u00e7\u00e3o e tempo de c\u00e1lculo r\u00e1pidos.<\/li><li>Sele\u00e7\u00e3o robusta de t\u00f3picos n\u00e3o limitada por t\u00f3picos pr\u00e9-definidos.<\/li><li>Maior precis\u00e3o do modelo na procura de todos os t\u00f3picos relevantes.<\/li><\/ul><p>No entanto, apesar dos seus benef\u00edcios, a aprendizagem n\u00e3o supervisionada pode levar \u00e0 perda de precis\u00e3o ou mesmo a resultados incorrectos ou n\u00e3o relevantes ao analisar dados sobre um produto espec\u00edfico.<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>Em contraste com a aprendizagem n\u00e3o supervisionada, a aprendizagem supervisionada \u00e9 a forma\u00e7\u00e3o do modelo de t\u00f3picos utilizando dados rotulados. Ou seja, escolher um conjunto de t\u00f3picos para o algoritmo detetar. Este tipo de aprendizagem implica dar ao modelo de t\u00f3picos um conjunto de t\u00f3picos pr\u00e9-determinados para procurar. Embora a aprendizagem supervisionada tenha o inconveniente de ser mais morosa e de apresentar o risco de n\u00e3o detetar t\u00f3picos importantes para al\u00e9m dos escolhidos, tem as suas pr\u00f3prias vantagens:<\/p>\n<ul>\n<li>A capacidade de pesquisar t\u00f3picos espec\u00edficos.<\/li>\n<li>A possibilidade de escolher o n\u00famero de t\u00f3picos a pesquisar.<\/li>\n<li>Maior precis\u00e3o do modelo na procura dos t\u00f3picos certos.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"The_Benefits_of_Supervised_Learning_for_Product_Managers\"><\/span>As vantagens da aprendizagem supervisionada para os gestores de produto<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre><code>    <p>Considerando a aprendizagem de t\u00f3picos para gestores de produtos, o tipo de forma\u00e7\u00e3o mais eficaz para os seus modelos de t\u00f3picos \u00e9 a aprendizagem supervisionada. Para, por exemplo, escrever um trabalho de investiga\u00e7\u00e3o, a aprendizagem n\u00e3o supervisionada \u00e9 \u00f3ptima, uma vez que descobrir\u00e1 os t\u00f3picos mais comuns e o contexto em que s\u00e3o utilizados. Por outro lado, um gestor de produto j\u00e1 sabe quais os t\u00f3picos a pesquisar. Em vez de conhecimentos gerais sobre os t\u00f3picos dos documentos, um gestor de produtos precisa de encontrar dados espec\u00edficos do seu produto. Normalmente, um gestor de produtos j\u00e1 sabe quais as informa\u00e7\u00f5es de que necessita sobre o seu produto e obter\u00e1 os dados mais ben\u00e9ficos de um modelo de t\u00f3picos treinando-o com essas informa\u00e7\u00f5es. As vantagens de utilizar a aprendizagem supervisionada para a modela\u00e7\u00e3o de t\u00f3picos para gestores de produtos s\u00e3o<\/p><ul><li>A aprendizagem supervisionada proporciona melhores resultados quando se trabalha com documentos do sector e de not\u00edcias.<\/li><li>A aprendizagem supervisionada limita o \u00e2mbito dos t\u00f3picos modelados apenas aos t\u00f3picos relacionados com o produto espec\u00edfico.<\/li><li>A aprendizagem supervisionada conduz a t\u00f3picos relevantes para o caso de utiliza\u00e7\u00e3o do gestor de produtos, tais como t\u00f3picos de revis\u00e3o versus t\u00f3picos de caracter\u00edsticas.<\/li><\/ul><p>Em resumo, os modelos de t\u00f3picos fornecem um algoritmo de PNL para encontrar as palavras e frases mais comuns num grande conjunto de documentos. Os modelos de t\u00f3picos podem ser treinados atrav\u00e9s de aprendizagem n\u00e3o supervisionada e supervisionada. Embora ambos os tipos de aprendizagem tenham as suas vantagens, a modela\u00e7\u00e3o de t\u00f3picos para gestores de produtos tem mais a ganhar se utilizar a aprendizagem supervisionada para os seus modelos de t\u00f3picos.<\/code><\/pre>\n<p>\u00a0<\/p>\n<p>Pronto para come\u00e7ar? Consulte a nossa publica\u00e7\u00e3o sobre <a href=\"http:\/\/skimai.com\/pt\/10-melhores-praticas-para-armazenar-dados-etiquetados\/\">10 pr\u00e1ticas recomendadas para armazenar dados rotulados<\/a> para se certificar de que tem um conjunto de dados s\u00f3lido e bem organizado para o seu modelo de t\u00f3pico supervisionado.<\/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\/pt\/modelacao-de-topicos-para-gestores-de-produtos\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\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\/pt\/modelacao-de-topicos-para-gestores-de-produtos\/\" \/>\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=\"Tempo estimado de leitura\" \/>\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\":\"pt-PT\"},{\"@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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