{"id":2628,"date":"2022-08-13T19:24:40","date_gmt":"2022-08-13T19:24:40","guid":{"rendered":"https:\/\/pcyti.izt.uam.mx\/?p=2628"},"modified":"2022-08-13T19:24:40","modified_gmt":"2022-08-13T19:24:40","slug":"aprendizaje-maquinal-con-big-data","status":"publish","type":"post","link":"https:\/\/pcyti.izt.uam.mx\/?p=2628","title":{"rendered":"Aprendizaje Maquinal con Big Data"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/pcyti.izt.uam.mx\/wordpress\/wp-content\/uploads\/AprendizajeMaquinalConBigData.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">&nbsp;Descargar versi\u00f3n PDF<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Profesores<\/strong>:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/pcyti.izt.uam.mx\/wordpress\/?page_id=198&amp;SingleProduct=196\">Dr.&nbsp;Ren\u00e9 MacKinney Romero<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Resumen<\/strong>:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Si bien existes diversas librer\u00edas de datos masivos para el aprendizaje su uso resulta poco claro y en muchas ocasiones sumamente complicado. Este proyecto trata de eliminar la brecha entre las diferentes arquitecturas y marcos de herramientas existentes y el uso cotidiano para la soluci\u00f3n de problemas usando aprendizaje maquinal sobre cantidades masivas de datos. Se espera poder generar una ruta cr\u00edtica para la soluci\u00f3n de un problema particular desde datos crudos hasta implementaci\u00f3n de soluci\u00f3n en alg\u00fan marco de datos masivos.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Objetivo&nbsp;general<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Estudiar t\u00e9cnicas como clasificaci\u00f3n, agrupamiento y sumarizaci\u00f3n en sistemas de aprendizaje maquinal; as\u00ed como herramientas y marcos de trabajo para conjuntos masivos de datos. Proponer una ruta cr\u00edtica para un problema y evaluar su utilidad en otro problema.<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Objetivos espec\u00edficos<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Estudiar como realizar clasificaci\u00f3n, agrupamiento y sumarizaci\u00f3n en el campo de la inteligencia artificial.<\/li><li>Conocer los marcos de trabajo de Spark, Hadoop y otros que existan para el manejo de datos masivos.<\/li><li>Aprender programaci\u00f3n en Scala y otros lenguajes id\u00f3neos para para realizar operaciones sobre conjuntos masivos de datos.<\/li><li>Conocer, analizar y seleccionar las herramientas mas adecuadas para solucionar un problema particular como el de predicci\u00f3n de terremotos generando una ruta cr\u00edtica.<\/li><li>Evaluar la utilidad de dicha ruta cr\u00edtica en otro problema en t\u00e9rminos de la precisi\u00f3n obtenida.<\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp;Descargar versi\u00f3n PDF Profesores: Dr.&nbsp;Ren\u00e9 MacKinney Romero Resumen: Si bien existes diversas librer\u00edas de datos masivos para el aprendizaje su uso resulta poco claro y en muchas ocasiones sumamente complicado. Este proyecto trata de eliminar la brecha entre las diferentes arquitecturas y marcos de herramientas existentes y el uso cotidiano para la soluci\u00f3n de problemas<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[77],"tags":[],"class_list":["post-2628","post","type-post","status-publish","format-standard","hentry","category-77"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Aprendizaje Maquinal con Big Data - Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n<\/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:\/\/pcyti.izt.uam.mx\/?p=2628\" \/>\n<meta property=\"og:locale\" content=\"es_MX\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Aprendizaje Maquinal con Big Data - Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n\" \/>\n<meta property=\"og:description\" content=\"&nbsp;Descargar versi\u00f3n PDF Profesores: Dr.&nbsp;Ren\u00e9 MacKinney Romero Resumen: Si bien existes diversas librer\u00edas de datos masivos para el aprendizaje su uso resulta poco claro y en muchas ocasiones sumamente complicado. 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