{"id":19210,"date":"2019-10-31T12:34:04","date_gmt":"2019-10-31T18:34:04","guid":{"rendered":"http:\/\/otech.uaeh.edu.mx\/noti\/?p=19210"},"modified":"2019-10-31T14:55:51","modified_gmt":"2019-10-31T20:55:51","slug":"el-machine-learning-penetra-el-sector-financiero-en-un-90","status":"publish","type":"post","link":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/","title":{"rendered":"El machine learning penetra el sector financiero en un 90%."},"content":{"rendered":"<p style=\"text-align: justify;\">El m\u00e1s reciente estudio realizado por\u00a0Refinitiv\u00a0bajo el nombre de\u00a0\u201cSmarter Humans. Smarter Machines\u201d en la que se incluyeron entrevistas a casi 450 profesionales financieros de Am\u00e9rica del Norte, Europa y Asia revela que el\u00a0machine learning\u00a0se utiliza en pr\u00e1cticamente toda la comunidad financiera, tal como lo confirma la opini\u00f3n de los altos ejecutivos y los expertos en\u00a0\u2018big data\u2019\u00a0encuestados, quienes manifestaron que ya lo han implantado,\u00a0y que es fundamental para su estrategia empresarial.<!--more--><\/p>\n<figure class=\"wp-block-image\" style=\"text-align: justify;\"><img decoding=\"async\" src=\"https:\/\/i1.wp.com\/www.paradavisual.com\/wp-content\/uploads\/2019\/10\/Masternode-Posibles-estafas-1.jpg?fit=1024%2C582&amp;ssl=1\" alt=\"El machine learning penetra el sector financiero en un 90%\" class=\"wp-image-4473\" srcset=\"https:\/\/i1.wp.com\/www.paradavisual.com\/wp-content\/uploads\/2019\/10\/Masternode-Posibles-estafas-1.jpg?w=1280&amp;ssl=1 1280w, https:\/\/i1.wp.com\/www.paradavisual.com\/wp-content\/uploads\/2019\/10\/Masternode-Posibles-estafas-1.jpg?resize=300%2C171&amp;ssl=1 300w, https:\/\/i1.wp.com\/www.paradavisual.com\/wp-content\/uploads\/2019\/10\/Masternode-Posibles-estafas-1.jpg?resize=768%2C437&amp;ssl=1 768w, https:\/\/i1.wp.com\/www.paradavisual.com\/wp-content\/uploads\/2019\/10\/Masternode-Posibles-estafas-1.jpg?resize=1024%2C582&amp;ssl=1 1024w\" sizes=\"(max-width: 1220px) 100vw, 1220px\" \/><figcaption>El machine learning penetra el sector financiero en un 90%<\/figcaption><\/figure>\n<h5 style=\"text-align: justify;\">El<span>\u00a0<\/span><em>machine learning<\/em><span>\u00a0<\/span>\u00bfQu\u00e9 es?<\/h5>\n<p style=\"text-align: justify;\">El aprendizaje de m\u00e1quinas<strong>,<\/strong><span>\u00a0<\/span>del ingl\u00e9s,<span>\u00a0<\/span><em>machine learning,<span>\u00a0<\/span><\/em>es un subcampo de las ciencias de la computaci\u00f3n y una rama de la<span>\u00a0<\/span>inteligencia artificial, cuyo objetivo es desarrollar t\u00e9cnicas que permitan que las computadoras aprendan, lo que<em><span>\u00a0<\/span><\/em>en este contexto quiere decir identificar patrones complejos en millones de datos. La m\u00e1quina que realmente aprende es un algoritmo que revisa los datos y es capaz de predecir comportamientos futuros. Todo esto implica adem\u00e1s que estos sistemas se mejoran de forma aut\u00f3noma con el tiempo, sin intervenci\u00f3n humana.<\/p>\n<h5 style=\"text-align: justify;\">Estadisticas de su posicionamiento actual y perspectivas<\/h5>\n<p style=\"text-align: justify;\">Entre<\/p>\n<p style=\"text-align: justify;\"><span>los hallazgos clave de la nueva investigaci\u00f3n de Refinitiv destacan el dato que refleja que el 90% de las empresas financieras utiliza el machine learning, ya sea en varias \u00e1reas como parte central de su negocio en un 46% o en distintas \u00e1reas (44%). Asimismo,a pesar de que el 10% de las empresas manifiestan no haber implantado el machine learning admiten que lo est\u00e1n probando.<\/span><\/p>\n<p style=\"text-align: justify;\">Por otro lado, el 75% de las empresas est\u00e1 realizando importantes inversiones en \u2018machine learning\u2019 y el 62% de los directivos encuestados tiene previsto contratar a m\u00e1s expertos en datos en el futuro, ya que los bancos y los gestores de activos pretenden obtener una ventaja competitiva con respecto a los datos y la tecnolog\u00eda.<\/p>\n<h5 style=\"text-align: justify;\">\u00bfHacia d\u00f3nde se enfoca el uso del<span>\u00a0<\/span><em>machine learning<\/em>?<\/h5>\n<p style=\"text-align: justify;\">Entre las utilidades que el sector financiero ha encontrado en las tecnolog\u00edas de machine learning vienen us\u00e1ndose con frecuencia aquellas orientadas a la gesti\u00f3n de activos, en la que se utilizan los algoritmos de inteligencia artificial para mejorar la gesti\u00f3n de activos financieros.<\/p>\n<p style=\"text-align: justify;\">Aplicaciones como Dataminr est\u00e1 especialmente atenta a la detecci\u00f3n de patrones e indicios a trav\u00e9s de las redes sociales, mientras que otras como Kensho destaca por su habilidad para establecer correlaciones entre las noticias y los mercados. Tambi\u00e9n son usadas aplicaciones para el<span>\u00a0<\/span><em>Credit- scoring<\/em>, detecci\u00f3n del fraude y cumplimiento de la normativa, investigaci\u00f3n e informaci\u00f3n sobre mercados y asistentes virtuales para atenci\u00f3n al cliente.<\/p>\n<p style=\"text-align: justify;\">Para finalizar el informe destaca las principales aplicaciones del machine learning fueron la gesti\u00f3n de riesgos (82% de los encuestados), seguidas del an\u00e1lisis y los informes de rendimiento (74%) y, en tercer lugar, la generaci\u00f3n de rendimientos alfa (63%). La adopci\u00f3n de inteligencia artificial est\u00e1 ligada principalmente a la obtenci\u00f3n de informaci\u00f3n de mayor calidad (60%), a una mayor productividad y velocidad (48%) y a la reducci\u00f3n de los costes en un 46 %.<\/p>\n<p style=\"text-align: justify;\"><strong>Fuente:\u00a0<\/strong><\/p>\n<p style=\"text-align: justify;\"><em>Editor Parada Visual, E. P. V. (2019, 28 octubre). El machine learning penetra el sector financiero en un 90%.. Recuperado 31 octubre, 2019, de https:\/\/www.paradavisual.com\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>El m\u00e1s reciente estudio realizado por\u00a0Refinitiv\u00a0bajo el nombre de\u00a0\u201cSmarter Humans. Smarter Machines\u201d en la que se incluyeron entrevistas a casi 450 profesionales financieros de Am\u00e9rica del Norte, Europa y Asia revela que el\u00a0machine learning\u00a0se utiliza en pr\u00e1cticamente toda la comunidad financiera, tal como lo confirma la opini\u00f3n de los altos ejecutivos y los expertos en\u00a0\u2018big [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":19211,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[409],"tags":[],"class_list":["post-19210","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>El machine learning penetra el sector financiero en un 90%. - Observatorio Tecnol\u00f3gico de Hidalgo<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"El machine learning penetra el sector financiero en un 90%. - Observatorio Tecnol\u00f3gico de Hidalgo\" \/>\n<meta property=\"og:description\" content=\"El m\u00e1s reciente estudio realizado por\u00a0Refinitiv\u00a0bajo el nombre de\u00a0\u201cSmarter Humans. Smarter Machines\u201d en la que se incluyeron entrevistas a casi 450 profesionales financieros de Am\u00e9rica del Norte, Europa y Asia revela que el\u00a0machine learning\u00a0se utiliza en pr\u00e1cticamente toda la comunidad financiera, tal como lo confirma la opini\u00f3n de los altos ejecutivos y los expertos en\u00a0\u2018big [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/\" \/>\n<meta property=\"og:site_name\" content=\"Observatorio Tecnol\u00f3gico de Hidalgo\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/observatoriouaeh\" \/>\n<meta property=\"article:published_time\" content=\"2019-10-31T18:34:04+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2019-10-31T20:55:51+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/otech.uaeh.edu.mx\/noti\/wp-content\/uploads\/2019\/10\/Notic.2-8.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"700\" \/>\n\t<meta property=\"og:image:height\" content=\"467\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@OBSERVATORIOEH\" \/>\n<meta name=\"twitter:site\" content=\"@OBSERVATORIOEH\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/#\/schema\/person\/95263d004158ffabcd98137e1d0abc1c\"},\"headline\":\"El machine learning penetra el sector financiero en un 90%.\",\"datePublished\":\"2019-10-31T18:34:04+00:00\",\"dateModified\":\"2019-10-31T20:55:51+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/\"},\"wordCount\":553,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/#organization\"},\"image\":{\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/otech.uaeh.edu.mx\/noti\/wp-content\/uploads\/2019\/10\/Notic.2-8.jpg\",\"articleSection\":[\"Machine Learning\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/\",\"url\":\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/\",\"name\":\"El machine learning penetra el sector financiero en un 90%. - Observatorio Tecnol\u00f3gico de Hidalgo\",\"isPartOf\":{\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/otech.uaeh.edu.mx\/noti\/wp-content\/uploads\/2019\/10\/Notic.2-8.jpg\",\"datePublished\":\"2019-10-31T18:34:04+00:00\",\"dateModified\":\"2019-10-31T20:55:51+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#primaryimage\",\"url\":\"https:\/\/otech.uaeh.edu.mx\/noti\/wp-content\/uploads\/2019\/10\/Notic.2-8.jpg\",\"contentUrl\":\"https:\/\/otech.uaeh.edu.mx\/noti\/wp-content\/uploads\/2019\/10\/Notic.2-8.jpg\",\"width\":700,\"height\":467},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Inicio\",\"item\":\"https:\/\/otech.uaeh.edu.mx\/noti\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"El machine learning penetra el sector financiero en un 90%.\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/#website\",\"url\":\"https:\/\/otech.uaeh.edu.mx\/noti\/\",\"name\":\"Observatorio Tecnol\u00f3gico de Hidalgo\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/otech.uaeh.edu.mx\/noti\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/#organization\",\"name\":\"Observatorio Tecnol\u00f3gico de Hidalgo\",\"url\":\"https:\/\/otech.uaeh.edu.mx\/noti\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/otech.uaeh.edu.mx\/noti\/wp-content\/uploads\/2025\/11\/Logo-circulo.png\",\"contentUrl\":\"https:\/\/otech.uaeh.edu.mx\/noti\/wp-content\/uploads\/2025\/11\/Logo-circulo.png\",\"width\":250,\"height\":250,\"caption\":\"Observatorio Tecnol\u00f3gico de Hidalgo\"},\"image\":{\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/observatoriouaeh\",\"https:\/\/x.com\/OBSERVATORIOEH\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/#\/schema\/person\/95263d004158ffabcd98137e1d0abc1c\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/otech.uaeh.edu.mx\/noti\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/08dd17208ee6a9e87c5a01c0a5f4c96c8ed24bf05e625630929b5b6a7c1ffa5f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/08dd17208ee6a9e87c5a01c0a5f4c96c8ed24bf05e625630929b5b6a7c1ffa5f?s=96&d=mm&r=g\",\"caption\":\"admin\"},\"url\":\"https:\/\/otech.uaeh.edu.mx\/noti\/author\/admin\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"El machine learning penetra el sector financiero en un 90%. - Observatorio Tecnol\u00f3gico de Hidalgo","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/","og_locale":"en_US","og_type":"article","og_title":"El machine learning penetra el sector financiero en un 90%. - Observatorio Tecnol\u00f3gico de Hidalgo","og_description":"El m\u00e1s reciente estudio realizado por\u00a0Refinitiv\u00a0bajo el nombre de\u00a0\u201cSmarter Humans. Smarter Machines\u201d en la que se incluyeron entrevistas a casi 450 profesionales financieros de Am\u00e9rica del Norte, Europa y Asia revela que el\u00a0machine learning\u00a0se utiliza en pr\u00e1cticamente toda la comunidad financiera, tal como lo confirma la opini\u00f3n de los altos ejecutivos y los expertos en\u00a0\u2018big [&hellip;]","og_url":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/","og_site_name":"Observatorio Tecnol\u00f3gico de Hidalgo","article_publisher":"https:\/\/www.facebook.com\/observatoriouaeh","article_published_time":"2019-10-31T18:34:04+00:00","article_modified_time":"2019-10-31T20:55:51+00:00","og_image":[{"width":700,"height":467,"url":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-content\/uploads\/2019\/10\/Notic.2-8.jpg","type":"image\/jpeg"}],"author":"admin","twitter_card":"summary_large_image","twitter_creator":"@OBSERVATORIOEH","twitter_site":"@OBSERVATORIOEH","twitter_misc":{"Written by":"admin","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#article","isPartOf":{"@id":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/"},"author":{"name":"admin","@id":"https:\/\/otech.uaeh.edu.mx\/noti\/#\/schema\/person\/95263d004158ffabcd98137e1d0abc1c"},"headline":"El machine learning penetra el sector financiero en un 90%.","datePublished":"2019-10-31T18:34:04+00:00","dateModified":"2019-10-31T20:55:51+00:00","mainEntityOfPage":{"@id":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/"},"wordCount":553,"commentCount":0,"publisher":{"@id":"https:\/\/otech.uaeh.edu.mx\/noti\/#organization"},"image":{"@id":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#primaryimage"},"thumbnailUrl":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-content\/uploads\/2019\/10\/Notic.2-8.jpg","articleSection":["Machine Learning"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/","url":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/","name":"El machine learning penetra el sector financiero en un 90%. - Observatorio Tecnol\u00f3gico de Hidalgo","isPartOf":{"@id":"https:\/\/otech.uaeh.edu.mx\/noti\/#website"},"primaryImageOfPage":{"@id":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#primaryimage"},"image":{"@id":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#primaryimage"},"thumbnailUrl":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-content\/uploads\/2019\/10\/Notic.2-8.jpg","datePublished":"2019-10-31T18:34:04+00:00","dateModified":"2019-10-31T20:55:51+00:00","breadcrumb":{"@id":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#primaryimage","url":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-content\/uploads\/2019\/10\/Notic.2-8.jpg","contentUrl":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-content\/uploads\/2019\/10\/Notic.2-8.jpg","width":700,"height":467},{"@type":"BreadcrumbList","@id":"https:\/\/otech.uaeh.edu.mx\/noti\/machine-learning\/el-machine-learning-penetra-el-sector-financiero-en-un-90\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Inicio","item":"https:\/\/otech.uaeh.edu.mx\/noti\/"},{"@type":"ListItem","position":2,"name":"El machine learning penetra el sector financiero en un 90%."}]},{"@type":"WebSite","@id":"https:\/\/otech.uaeh.edu.mx\/noti\/#website","url":"https:\/\/otech.uaeh.edu.mx\/noti\/","name":"Observatorio Tecnol\u00f3gico de Hidalgo","description":"","publisher":{"@id":"https:\/\/otech.uaeh.edu.mx\/noti\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/otech.uaeh.edu.mx\/noti\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/otech.uaeh.edu.mx\/noti\/#organization","name":"Observatorio Tecnol\u00f3gico de Hidalgo","url":"https:\/\/otech.uaeh.edu.mx\/noti\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/otech.uaeh.edu.mx\/noti\/#\/schema\/logo\/image\/","url":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-content\/uploads\/2025\/11\/Logo-circulo.png","contentUrl":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-content\/uploads\/2025\/11\/Logo-circulo.png","width":250,"height":250,"caption":"Observatorio Tecnol\u00f3gico de Hidalgo"},"image":{"@id":"https:\/\/otech.uaeh.edu.mx\/noti\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/observatoriouaeh","https:\/\/x.com\/OBSERVATORIOEH"]},{"@type":"Person","@id":"https:\/\/otech.uaeh.edu.mx\/noti\/#\/schema\/person\/95263d004158ffabcd98137e1d0abc1c","name":"admin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/otech.uaeh.edu.mx\/noti\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/08dd17208ee6a9e87c5a01c0a5f4c96c8ed24bf05e625630929b5b6a7c1ffa5f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/08dd17208ee6a9e87c5a01c0a5f4c96c8ed24bf05e625630929b5b6a7c1ffa5f?s=96&d=mm&r=g","caption":"admin"},"url":"https:\/\/otech.uaeh.edu.mx\/noti\/author\/admin\/"}]}},"_links":{"self":[{"href":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-json\/wp\/v2\/posts\/19210","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-json\/wp\/v2\/comments?post=19210"}],"version-history":[{"count":1,"href":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-json\/wp\/v2\/posts\/19210\/revisions"}],"predecessor-version":[{"id":19212,"href":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-json\/wp\/v2\/posts\/19210\/revisions\/19212"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-json\/wp\/v2\/media\/19211"}],"wp:attachment":[{"href":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-json\/wp\/v2\/media?parent=19210"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-json\/wp\/v2\/categories?post=19210"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/otech.uaeh.edu.mx\/noti\/wp-json\/wp\/v2\/tags?post=19210"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}