{"id":34489,"date":"2021-07-28T13:22:11","date_gmt":"2021-07-28T12:22:11","guid":{"rendered":"https:\/\/www.ipleiria.pt\/en\/?post_type=course&#038;p=34489"},"modified":"2026-03-20T20:15:53","modified_gmt":"2026-03-20T20:15:53","slug":"data-science","status":"publish","type":"course","link":"https:\/\/www.ipleiria.pt\/en\/course\/data-science\/","title":{"rendered":"Data Science"},"content":{"rendered":"\n<div style=\"height:15px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"d-flex flex-column\">\n <h1 class=\"is-style-theme-title order-2\">Data Science<\/h1>\n   <div class=\"block post-field post-subtitle course-type order-1\">\n <div class=\"sr-only hide-from-gutenberg\">Course Type: <\/div>\n <div class=\"is-style-theme-subtitle-inherit-color\">Master\u2019s Programme<\/div>\n <\/div>\n <\/div>\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-container-3 wp-block-columns\">\n<div class=\"wp-container-1 wp-block-column\" style=\"flex-basis:70%\">\n\n<div class=\"post-field clearfix\">\n<h2 class=\"d-none post-title font-weight-semibold h6 m-0 p-0\" style=\"font-size: 1rem\">Programme Introduction<\/h2>\n<div>\n<p>The master degree in Data Science comes up as an answer to the increasing need, felt by the region companies, of expertsin Data Science with skills on the most recent technologies and analytic techniques for acquiring, processing andanalysing large volumes of data. It is intended that the study program is multidisciplinary and that it potentiates a set ofsynergies between information systems, computation science and statistic, covering applications in several areas ofknowledge as, for example, Management, Engineering, Health, Business Sciences, among others.<\/p>\n\n\n\n<p>The study cycle aims at achieving the following general objectives:<br>1) To broaden the 2nd cycle educational offer in the region;<br>2) To form qualified professionals in the Data Science area;<br>3) To develop Data Science skills in professionals already integrated in the market;<br>4) To develop connections with the region companies through internships, projects and dissertations that allow knowledge extraction and the creation of added value in the companies;<br>5) To develop applied research in the Data Science area, namely through the development of projects and dissertations;<br>6) To promote knowledge transfer to the organizations in the Data Science area;<br>7) To promote autonomous lifelong learning.<\/p>\n\n\n\n<p>In this context, this study program allows an undergraduate to acquire advanced skills in the Data Science area. The teaching methodology focus on the resolution of problems, with the development of several projects aiming at the resolution of everyday real problems of companies, industries and services. <\/p>\n<\/div>\n<div class=\"clearfix\"><\/div>\n<\/div>\n\n<div class=\"post-field clearfix\">\n<h2 class=\"post-title font-weight-semibold h6 m-0 mt-4 p-0\" style=\"font-size: 1rem\">Programme Coordinator<\/h2>\n<div>\n<p> Maria Beatriz Guerra da Piedade<br><a rel=\"noreferrer noopener\" href=\"mailto:coord.mcd.estg@ipleiria.pt\" target=\"_blank\">coord.mcd.estg@ipleiria.pt<\/a> <\/p>\n<\/div>\n<div class=\"clearfix\"><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-container-2 wp-block-column pl-md-5\" style=\"flex-basis:30%\">\n<div style=\"height:15px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n\n<div class=\"post-field mt-3 course_school\">\n        <h2 class=\"field-title font-weight-semibold h6 m-0 p-0\" style=\"font-size: 1rem\">School<\/h2>\n                                                                        \n            <div class=\"course-meta-value\"><a title=\"Know more about the School of Technology and Management\" href=\"https:\/\/www.ipleiria.pt\/en\/about-us\/schools\/estg\/\">Technology and Management<\/a><\/div>\n                <div class=\"clearfix\"><\/div>\n    <\/div><div class=\"post-field mt-3 course_city\">\n        <h2 class=\"field-title font-weight-semibold h6 m-0 p-0\" style=\"font-size: 1rem\">City<\/h2>\n                                                                        \n            <div class=\"course-meta-value\"><a title=\"Know more about Leiria\" href=\"https:\/\/www.ipleiria.pt\/en\/live\/student-life\/leiria-region\/city-of-leiria\/\">Leiria<\/a><\/div>\n                <div class=\"clearfix\"><\/div>\n    <\/div>    <div class=\"post-field mt-3 course_language\">\n        <h2 class=\"field-title font-weight-semibold h6 m-0 p-0\" style=\"font-size: 1rem\">Language<\/h2>\n        <div>Portuguese<\/div>\n        <div class=\"clearfix\"><\/div>\n    <\/div>    <div class=\"post-field mt-3 course_schedule\">\n        <h2 class=\"field-title font-weight-semibold h6 m-0 p-0\" style=\"font-size: 1rem\">Type<\/h2>\n        <div>Evening<\/div>\n        <div class=\"clearfix\"><\/div>\n    <\/div>\n\n<div class=\"post-field mt-3 course_length\">\n    <h2 class=\"field-title font-weight-semibold h6 m-0 p-0\" style=\"font-size: 1rem\">Length<\/h2>\n    <div>4 Semesters<\/div>\n    <div class=\"clearfix\"><\/div>\n<\/div>\n\n<div class=\"post-field mt-3 course_vacancies\">\n    <h2 class=\"field-title font-weight-semibold h6 m-0 p-0\" style=\"font-size: 1rem\">Vacancies\n<\/h2>\n    <div>\n<p>General and International student contingent:\u00a0 50<\/p>\n<\/div>\n    <div class=\"clearfix\"><\/div>\n<\/div>\n\n<div class=\"post-field mt-3 course_notice\">\n    <h2 class=\"field-title font-weight-semibold h6 m-0 p-0\" style=\"font-size: 1rem\">Notice<\/h2>\n    <div>\n<p><a href=\"https:\/\/www.ipleiria.pt\/wp-content\/uploads\/2026\/03\/Edital-ESTG-Ciencia-de-Dados-PL.pdf\" data-type=\"URL\" data-id=\"https:\/\/www.ipleiria.pt\/wp-content\/uploads\/2026\/03\/Edital-ESTG-Ciencia-de-Dados-PL.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Edital 2026<\/a> (PT Doc retf)<\/p>\n<\/div>\n    <div class=\"clearfix\"><\/div>\n<\/div>\n\n<div class=\"post-field mt-3 course_dges_registration\">\n    <h2 class=\"field-title font-weight-semibold h6 m-0 p-0\" style=\"font-size: 1rem\">DGES certification<\/h2>\n    <div><!-- wp:paragraph {\"placeholder\":\"Set \\u0022DGES Programme Registry\\u0022 content...\"} -->\n<p><a href=\"https:\/\/www.dges.gov.pt\/simges\/public\/www\/cursos\/7475\" target=\"_blank\" rel=\"noreferrer noopener\">Link to Registration<\/a><\/p>\n<!-- \/wp:paragraph --><\/div>\n    <div class=\"clearfix\"><\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div style=\"height:70px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div id=\"gbc-_224144-2d\" class=\"wp-block-pt-ipleiria-ued-wp-theme-ipleiria-gutenbergblocks-container gbc gbc-view row-valign-top align-full\" style=\"background-color:#F3F3F3\"><div class=\"gbc-background-overlay gbc-background-overlay-normal\" style=\"opacity:0.3\"><\/div><div class=\"gbc-wrapper\" style=\"padding-top:0;padding-bottom:0\"><div id=\"gbc-container-gbc-_224144-2d\" class=\"inner-container\">\n<div class=\"wp-container-6 wp-block-columns removeGap\">\n<div class=\"wp-container-4 wp-block-column is-vertically-aligned-top m-0 d-print-none\"><div class=\"wp-block-image\">\n<figure class=\"alignright size-large\"><img loading=\"lazy\" width=\"1024\" height=\"576\" src=\"https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2023\/02\/pexels-manuel-geissinger-12540603-1024x576.jpg\" alt=\"\" class=\"wp-image-44198\" srcset=\"https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2023\/02\/pexels-manuel-geissinger-12540603-1024x576.jpg 1024w, https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2023\/02\/pexels-manuel-geissinger-12540603-300x169.jpg 300w, https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2023\/02\/pexels-manuel-geissinger-12540603-768x432.jpg 768w, https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2023\/02\/pexels-manuel-geissinger-12540603-1536x864.jpg 1536w, https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2023\/02\/pexels-manuel-geissinger-12540603-2048x1152.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div><\/div>\n\n\n\n<div class=\"wp-container-5 wp-block-column m-0 px-sm-4 scroll-text grey\" style=\"flex-basis:50%\">\n<div id=\"gbc-_ff8223-c1\" class=\"wp-block-pt-ipleiria-ued-wp-theme-ipleiria-gutenbergblocks-container gbc gbc-view row-valign-top align-full\" style=\"margin-left:0px;margin-right:0px\"><div class=\"gbc-background-overlay gbc-background-overlay-normal\" style=\"opacity:0.3\"><\/div><div class=\"gbc-wrapper\" style=\"padding-left:15px;padding-right:15px;padding-top:42px;padding-bottom:15px\"><div id=\"gbc-container-gbc-_ff8223-c1\" class=\"inner-container\" style=\"max-width:540px\"><div class=\"d-flex flex-column\">\n    <h2 class=\"has-text-align-left is-style-theme-title order-2 mb-4\">Objectives<\/h2>\n    <div class=\"has-text-align-left is-style-theme-subtitle order-1\">Programme<\/div>\n<\/div>\n<div>\n<p>The degree aims to endow students with solid skills, having the following learning goals:<br>1) To apply the knowledge and understanding and problem resolution skills in new situations and in broad andmultidisciplinary contexts;<br>2) To deeply understand Data Science concepts, methods and techniques and their usage in real problems;<br>3) To dominate Data Science applications and technologies;<br>4) To develop data retrieval, preparation, integration, exploration, reduction, prospection, modelling and analysis solutions;<br>5) To integrate knowledge, deal with complex questions, develop solutions in situations of limited or incomplete information;<br>6) To communicate conclusions and the underlying knowledge and reasoning to experts and non-experts in the area;<br>7) To be able to learn in a self-oriented and autonomous way through life;<br>8) To acquire professional and scientific research skills.<\/p>\n<\/div><\/div><\/div><\/div>\n<\/div>\n<\/div>\n<\/div><\/div><\/div>\n\n\n\n<div id=\"gbc-_d31c26-70\" class=\"wp-block-pt-ipleiria-ued-wp-theme-ipleiria-gutenbergblocks-container gbc gbc-view row-valign-top align-full\" style=\"background-color:#262626\"><div class=\"gbc-background-overlay gbc-background-overlay-normal\" style=\"opacity:0.3\"><\/div><div class=\"gbc-wrapper\"><div id=\"gbc-container-gbc-_d31c26-70\" class=\"inner-container\">\n<div class=\"wp-container-9 wp-block-columns removeGap\">\n<div class=\"wp-container-7 wp-block-column m-0 px-sm-4 scroll-text dark\" style=\"flex-basis:50%\">\n<div id=\"gbc-_533837-8e\" class=\"wp-block-pt-ipleiria-ued-wp-theme-ipleiria-gutenbergblocks-container gbc gbc-view row-valign-top align-full float-right clearfix\" style=\"margin-left:0px;margin-right:0px\"><div class=\"gbc-background-overlay gbc-background-overlay-normal\" style=\"opacity:0.3\"><\/div><div class=\"gbc-wrapper\" style=\"padding-left:15px;padding-right:15px;padding-top:42px;padding-bottom:15px\"><div id=\"gbc-container-gbc-_533837-8e\" class=\"inner-container\" style=\"max-width:540px\">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<\/div><\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-container-8 wp-block-column m-0 d-print-none\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"512\" src=\"https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2023\/02\/pexels-manuel-geissinger-9101887-1024x512.jpg\" alt=\"\" class=\"wp-image-44196\" srcset=\"https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2023\/02\/pexels-manuel-geissinger-9101887-1024x512.jpg 1024w, https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2023\/02\/pexels-manuel-geissinger-9101887-300x150.jpg 300w, https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2023\/02\/pexels-manuel-geissinger-9101887-768x384.jpg 768w, https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2023\/02\/pexels-manuel-geissinger-9101887-1536x768.jpg 1536w, https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2023\/02\/pexels-manuel-geissinger-9101887-2048x1024.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n<\/div><\/div><\/div>\n\n\n\n<div style=\"height:70px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n    \n    <section id=\"course-curriculum-section\" aria-labelledby=\"course-curriculum-label\">\n                    \t<div class=\"post-field course_curriculum_list\">\n    \t\t    \t\t    <div id=\"gba_56fcfd-0\" class=\"wp-block-pt-ipleiria-ued-wp-theme-ipleiria-gutenbergblocks-collapse gba gba-view gba_56fcfd-0\">\n            \t\t<div id=\"gba-pane_c7ff2e-0\" class=\"wp-block-pt-ipleiria-ued-wp-theme-ipleiria-gutenbergblocks-collapse-pane gba-pane gba-pane-save gba-pane_e1b913-0\">\n            \t\t\t<div class=\"card\">\n            \t\t\t\t<div class=\"card-header\" id=\"gba-pane-heading_c7ff2e-0\">\n            \t\t\t\t\t<div class=\"mb-0\">\n            \t\t\t\t\t\t<button class=\"btn btn-link collapsed\" type=\"button\" data-toggle=\"collapse\" data-target=\"#gba-pane-collapse_c7ff2e-0\" aria-controls=\"gba-pane-collapse_c7ff2e-0\" aria-expanded=\"false\">\n            \t\t\t\t\t\t\t<h3 class=\"gba-pane-title\">1. Year<\/h3>\n            \t\t\t\t\t\t<\/button>\n            \t\t\t\t\t<\/div>\n            \t\t\t\t<\/div>\n            \t\t\t\t<div id=\"gba-pane-collapse_c7ff2e-0\" class=\"panel-content collapse\" aria-labelledby=\"gba-pane-heading_c7ff2e-0\" data-parent=\"#gba_56fcfd-0\">\n            \t\t\t\t\t<div class=\"card-body\">\n            \t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t<div class=\"wp-block-table m-0\">\n            \t\t\t\t\t\t\t\t<table class=\"table\">\n            \t\t\t\t\t\t\t\t\t<caption class=\"sr-only\">1. Year<\/caption>\n            \t\t\t\t\t\t\t\t\t<thead class=\"sr-only\">\n            \t\t\t\t\t\t\t\t\t\t<tr class=\"sr-only\">\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t<th class=\"sr-only curricular_plan_cu_field curricular_plan_cu_code\">ID<\/th>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t<th class=\"sr-only curricular_plan_cu_field curricular_plan_cu_title\">Name<\/th>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t<th class=\"sr-only curricular_plan_cu_field curricular_plan_cu_period\">Semester<\/th>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t<th class=\"sr-only curricular_plan_cu_field curricular_plan_cu_ects\">ECTS<\/th>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t<th class=\"sr-only curricular_plan_cu_field curricular_plan_cu_duration\">Length<\/th>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t<\/thead>\n            \t\t\t\t\t\t\t\t\t<tbody>\n            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<tr>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_code\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_title\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"btn btn-link p-0 text-left\" data-toggle=\"collapse\" href=\"#cu-desc-0-0\" role=\"button\" aria-expanded=\"false\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tData Governance and Security\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_period\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t1S\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_ects\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t7,5\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_duration\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t45 h\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t<tr id=\"cu-desc-0-0\" class=\"collapse\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<td colspan=\"100%\" class=\"curricular_plan_cu_field curricular_plan_cu_description p-3\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\n<ol><li>Introduction to data management and governance.<\/li><li>Roles and responsibilities in data governance.<\/li><li>Main data characteristics.<\/li><li>Technologies and tools for data management.<\/li><li>Principles, legislation and ethics applicable to data management.<\/li><li>Security and Privacy.<\/li><li>Basic concepts of cryptography.<\/li><li>Security in communications, networks and the Internet.<\/li><li>Security and Privacy in data processing.<\/li><li>Cloud and IoT security.<\/li><\/ol>\n\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<tr>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_code\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_title\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"btn btn-link p-0 text-left\" data-toggle=\"collapse\" href=\"#cu-desc-0-1\" role=\"button\" aria-expanded=\"false\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tBusiness Analytics\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_period\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t 1S \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_ects\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t 7,5 \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_duration\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t45 h\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t<tr id=\"cu-desc-0-1\" class=\"collapse\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<td colspan=\"100%\" class=\"curricular_plan_cu_field curricular_plan_cu_description p-3\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\n<ol><li>Introduction and Business Analysis key concepts<\/li><li>Business Analysis planning and monitoring<\/li><li>Elicitation and collaboration<\/li><li>Requirements life cycle management<\/li><li>Strategy analysis<\/li><li>Requirements analysis and design definition<\/li><li>Solution evaluation<\/li><li>Business Intelligence perspective<\/li><li>The information technology perspective<\/li><li>The business architecture perspective<\/li><li>The business process management perspective<\/li><\/ol>\n\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<tr>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_code\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_title\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"btn btn-link p-0 text-left\" data-toggle=\"collapse\" href=\"#cu-desc-0-2\" role=\"button\" aria-expanded=\"false\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tData Integration\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_period\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t 1S \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_ects\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t 7,5 \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_duration\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t45 h\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t<tr id=\"cu-desc-0-2\" class=\"collapse\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<td colspan=\"100%\" class=\"curricular_plan_cu_field curricular_plan_cu_description p-3\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\n<ol><li>Introduction<br>1.1. Data, Information and Information Systems<br>1.2. Concepts regarding data and data structures<br>1.3. Data privacy and protection<\/li><li>Data analysis<br>2.1. Normalization<br>2.2. Metadata<br>2.3. Data storage systems: Relational databases and NoSQL databases<br>2.4 Models describing data and its relationships: conceptual, logical and physical<br>2.5. Data quality criteria<br>2.6. OLTP and OLAP paradigms<\/li><li>Data manipulation languages: SQL<br>3.1. Creating data structures<br>3.2. Data manipulation operations<br>3.3. Basic information retrieval queries<\/li><li>Data Integration: techniques and platforms<br>4.1. Planning<br>4.2. Data extraction<br>4.3. Data treatment<br>4.4. Data integration<br>4.5 Star models<br>4.6. Techniques and tools<\/li><li>Data analysis platforms<\/li><\/ol>\n\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<tr>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_code\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_title\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"btn btn-link p-0 text-left\" data-toggle=\"collapse\" href=\"#cu-desc-0-3\" role=\"button\" aria-expanded=\"false\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tExploratory Data Analysis\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_period\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t 1S \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_ects\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t 7,5 \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_duration\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t45 h\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t<tr id=\"cu-desc-0-3\" class=\"collapse\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<td colspan=\"100%\" class=\"curricular_plan_cu_field curricular_plan_cu_description p-3\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\n<p>1 &#8211; Introduction to R software<br>2 &#8211; Data manipulation<br>3 &#8211; Summary of data<br>4 &#8211; Point estimation<br>5 &#8211; Confidence intervals<br>6 &#8211; Hypothesis testing<br>7 &#8211; Association and correlation between variables<br>8 &#8211; Statistics topics for machine learning<\/p>\n\n\n\n<ul><li>Principal component analysis<\/li><li>Cluster analysis<\/li><li>Naive Bayes classification algorithm<\/li><\/ul>\n\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<tr>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_code\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_title\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"btn btn-link p-0 text-left\" data-toggle=\"collapse\" href=\"#cu-desc-0-4\" role=\"button\" aria-expanded=\"false\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tRegression and Forecasting Methods\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_period\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t2S\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_ects\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t  7,5  \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_duration\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t 45 h \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t<tr id=\"cu-desc-0-4\" class=\"collapse\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<td colspan=\"100%\" class=\"curricular_plan_cu_field curricular_plan_cu_description p-3\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\n<ol><li>Linear regression<br>a) Interpretation and estimation<br>b) Model assumptions analysis<br>c) Inference on regression parameters<br>d) Quality and model comparison measures<br>e) Point and interval prediction<br>f) The use of dummy variables<\/li><li>Logistic regression<br>a) Logit link function<br>b) Interpretation and estimation of the models<br>c) Analysis of model&#8217;s assumptions<br>d) Inference on regression parameters<br>e) Quality and model comparison measures<br>f) Cutoff point and the ROC curve<\/li><li>Models based on panel data<br>a) Fixed effects models<br>b) Random effect models<\/li><li>Introduction to time series<br>a) Fundamental concepts<br>b) Components of a time series<br>c) Decomposition of a time series<\/li><\/ol>\n\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<tr>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_code\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_title\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"btn btn-link p-0 text-left\" data-toggle=\"collapse\" href=\"#cu-desc-0-5\" role=\"button\" aria-expanded=\"false\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tData Mining\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_period\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t 2S \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_ects\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t  7,5  \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_duration\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t 45 h \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t<tr id=\"cu-desc-0-5\" class=\"collapse\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<td colspan=\"100%\" class=\"curricular_plan_cu_field curricular_plan_cu_description p-3\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\n<ol><li>Introduction to Data Mining<\/li><li>Methodologies for the Data Mining Process: CRISP-DM<\/li><li>Data exploration<\/li><li>Data Preparation<\/li><li>Data Reduction: Characteristics, Cases, Values<\/li><li>Data Mining Algorithms: Na\u00efve Bayes, Trees and Decision Rules, Logistic Regression, K-Nearest Neighbors, NeuralNetworks, Support Vector Machines, Association Rules, K-Means, Random Forests, Boosting<\/li><li>Model Evaluation and Selection<\/li><li>Advanced Data Mining Topics<\/li><li>Privacy, Security and Challenges<\/li><\/ol>\n\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<tr>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_code\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_title\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"btn btn-link p-0 text-left\" data-toggle=\"collapse\" href=\"#cu-desc-0-6\" role=\"button\" aria-expanded=\"false\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tBusiness Intelligence\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_period\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t 2S \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_ects\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t  7,5  \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_duration\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t 45 h \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t<tr id=\"cu-desc-0-6\" class=\"collapse\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<td colspan=\"100%\" class=\"curricular_plan_cu_field curricular_plan_cu_description p-3\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\n<ol><li>Introduction to Business Intelligence (BI):<br>1.1. Background;<br>1.2. Life cycle;<br>1.3. Case studies (Banks; Finance; Health; Education; etc.).<\/li><li>Data Warehousing and OLAP:<br>2.1. Data Warehouse concept;<br>2.2. Multidimensional model;<br>2.3. Facts, dimensions and metrics;<br>2.4. Hierarchies;<br>2.5. OLAP operations;<br>2.6. OLAP Servers.<\/li><li>Report Development:<br>3.1. Data Preparation;<br>3.2. Structuring reports with visual elements.<\/li><li>Data Analytics and Data Visualization:<br>4.1. Types of visual elements and selection factors;<br>4.2. Technical challenges;<br>4.3. Visual exploration;<br>4.4. Design and development of standard graphics;<br>4.5. Dashboards, scorecards and indicators (KPIs);<br>4.6. Knowledge extraction to support decision making.<\/li><li>Presentation, communication and storytelling:<br>5.1. To identify and transmit the data story;<br>5.2. To structure narratives;<br>5.3. To identify visual elements;<br>5.4. Context and direction.<\/li><\/ol>\n\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<tr>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_code\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_title\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"btn btn-link p-0 text-left\" data-toggle=\"collapse\" href=\"#cu-desc-0-7\" role=\"button\" aria-expanded=\"false\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tDeep Learning\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_period\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t 2S \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_ects\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t  7,5  \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_duration\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t 45 h \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t<tr id=\"cu-desc-0-7\" class=\"collapse\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<td colspan=\"100%\" class=\"curricular_plan_cu_field curricular_plan_cu_description p-3\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\n<ol><li>Python Programming<br>a. Python<br>b. Machine learning platforms<br>c. TensorFlow<br>d. Keras<\/li><li>Neural networks<br>a. Structure of an artificial neuron<br>b. The perceptron<br>c. Multi-layer perceptron networks<br>d. Activation functions<br>e. Stochastic gradient descent<br>f. Backpropagation algorithm<\/li><li>Auto-encoders<br>a. Architectures<br>b. Applications<\/li><li>Regularization and optimization<br>a. L1 and L2 regularization<br>b. Dropout<br>c. Batch<br>d. AdaGrad<br>e. Adam<\/li><li>Convolutional neural networks<br>a. Architecture of a convolutional neural network<br>i. Convolutional layers<br>ii. Pooling layers<br>iii. Fully connected layers<br>b. Training a convolutional neural network<br>c. Transfer learning<br>d. Image processing applications<\/li><li>Recurrent neural networks<br>a. Architectures:<br>i. RNN<br>ii. Stacked Long-Short Term Memory (LSTM)<br>iii. Gated recurrent units (GRU) networks<br>b. Applications<br>i. Time series analysis and prediction<br>ii. Natural language processing<br>iii. Voice and text recognition<\/li><\/ol>\n\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t<\/tbody>\n            \t\t\t\t\t\t\t\t<\/table>\n            \t\t\t\t\t\t\t<\/div>\n            \t\t\t\t\t\t            \t\t\t\t\t<\/div>\t\t\t\t\t\t\t\n            \t\t\t\t<\/div>\n            \t\t\t<\/div>\n            \t\t<\/div>\n            \t<\/div>\n    \t\t    \t\t    <div id=\"gba_56fcfd-1\" class=\"wp-block-pt-ipleiria-ued-wp-theme-ipleiria-gutenbergblocks-collapse gba gba-view gba_56fcfd-1\">\n            \t\t<div id=\"gba-pane_c7ff2e-1\" class=\"wp-block-pt-ipleiria-ued-wp-theme-ipleiria-gutenbergblocks-collapse-pane gba-pane gba-pane-save gba-pane_e1b913-1\">\n            \t\t\t<div class=\"card\">\n            \t\t\t\t<div class=\"card-header\" id=\"gba-pane-heading_c7ff2e-1\">\n            \t\t\t\t\t<div class=\"mb-0\">\n            \t\t\t\t\t\t<button class=\"btn btn-link collapsed\" type=\"button\" data-toggle=\"collapse\" data-target=\"#gba-pane-collapse_c7ff2e-1\" aria-controls=\"gba-pane-collapse_c7ff2e-1\" aria-expanded=\"false\">\n            \t\t\t\t\t\t\t<h3 class=\"gba-pane-title\">2. Year<\/h3>\n            \t\t\t\t\t\t<\/button>\n            \t\t\t\t\t<\/div>\n            \t\t\t\t<\/div>\n            \t\t\t\t<div id=\"gba-pane-collapse_c7ff2e-1\" class=\"panel-content collapse\" aria-labelledby=\"gba-pane-heading_c7ff2e-1\" data-parent=\"#gba_56fcfd-1\">\n            \t\t\t\t\t<div class=\"card-body\">\n            \t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t            \t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t<div class=\"wp-block-table m-0\">\n            \t\t\t\t\t\t\t\t<table class=\"table\">\n            \t\t\t\t\t\t\t\t\t<caption class=\"sr-only\">2. Year<\/caption>\n            \t\t\t\t\t\t\t\t\t<thead class=\"sr-only\">\n            \t\t\t\t\t\t\t\t\t\t<tr class=\"sr-only\">\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t<th class=\"sr-only curricular_plan_cu_field curricular_plan_cu_code\">ID<\/th>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t<th class=\"sr-only curricular_plan_cu_field curricular_plan_cu_title\">Name<\/th>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t<th class=\"sr-only curricular_plan_cu_field curricular_plan_cu_period\">Semester<\/th>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t<th class=\"sr-only curricular_plan_cu_field curricular_plan_cu_ects\">ECTS<\/th>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t<th class=\"sr-only curricular_plan_cu_field curricular_plan_cu_duration\">Length<\/th>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t<\/thead>\n            \t\t\t\t\t\t\t\t\t<tbody>\n            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<tr>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_code\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_title\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"btn btn-link p-0 text-left\" data-toggle=\"collapse\" href=\"#cu-desc-1-0\" role=\"button\" aria-expanded=\"false\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tText Mining &#8211; Optional\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_period\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t1S\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_ects\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t  7,5  \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_duration\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t  45 h  \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t<tr id=\"cu-desc-1-0\" class=\"collapse\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<td colspan=\"100%\" class=\"curricular_plan_cu_field curricular_plan_cu_description p-3\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\n<ol><li>Introduction<\/li><\/ol>\n\n\n\n<ul><li>The importance of textual information in organizations and its main challenges<\/li><li>Main stages of the text mining process<\/li><\/ul>\n\n\n\n<ol><li>Information Extraction<br>2.1 Document pre-processing using REGEX and Natural Language Processing<br>2.2 Identification of relevant information (terms, phrases and entities)<\/li><li>Text mining techniques<br>3.1 Introdu\u00e7\u00e3o<br>3.2 Information Retrieval<\/li><\/ol>\n\n\n\n<ul><li>Terms and occurrences lists<\/li><li>Indexes<\/li><li>Models and similarity measures<\/li><li>Evaluation<br>3.3 Documents classification<\/li><li>Approaches for text classification\/categorization<\/li><li>Evaluation<br>3.4 Document clustering<\/li><li>Clustering tasks used in text analysis<\/li><li>Algorithms for documents clustering<\/li><li>Text clustering<br>3.5 Text Summarization<\/li><li>Main concepts<\/li><li>Approaches for summaries generation<br>3.6 Text mining tools<\/li><\/ul>\n\n\n\n<ol><li>Cases studies<\/li><\/ol>\n\n\n\n<ul><li>Sentiment Analysis<\/li><li>Chatbots<\/li><li>Web mining<\/li><li>Topic modelling<\/li><li>Digital Libraries<\/li><\/ul>\n\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<tr>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_code\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_title\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"btn btn-link p-0 text-left\" data-toggle=\"collapse\" href=\"#cu-desc-1-1\" role=\"button\" aria-expanded=\"false\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tBig Data  &#8211; Optional \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_period\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t1S\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_ects\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t  7,5  \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_duration\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t  45 h  \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t<tr id=\"cu-desc-1-1\" class=\"collapse\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<td colspan=\"100%\" class=\"curricular_plan_cu_field curricular_plan_cu_description p-3\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\n<ol><li>Introduction to Big Data<br>1.1 Big Data: Why?<br>1.2 Big Data Features and Scalability Dimensions<br>1.3 Data Science: Getting Big Data Value<br>1.4 Fundamentals for Big Data systems and programming<\/li><li>Big Data Modeling and Management Systems<br>2.1 Big Data Modeling<br>2.2 Data models<br>2.3 Big Data Management<\/li><li>Big Data Integration and Processing<br>3.1 Integration and processing<br>3.2 Retrieval in the relation model, NoSQL, data aggregation and data frames<br>3.3 Big Data Integration<br>3.4 Big Data Analytics<\/li><li>Machine Learning with Big Data<br>4.1 Introduction to Machine Learning with Big Data<br>4.2 Data exploration and visualization<br>4.3 Data preparation<br>4.4 Classification<br>4.5 Evaluation of Machine Learning models<\/li><\/ol>\n\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<tr>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_code\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_title\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"btn btn-link p-0 text-left\" data-toggle=\"collapse\" href=\"#cu-desc-1-2\" role=\"button\" aria-expanded=\"false\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tMultivariate Data Analysis  &#8211; Optional \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_period\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t1S\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_ects\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t  7,5  \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_duration\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t  45 h  \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t<tr id=\"cu-desc-1-2\" class=\"collapse\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<td colspan=\"100%\" class=\"curricular_plan_cu_field curricular_plan_cu_description p-3\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\n<ol><li>Introduction to Multivariate Analysis<br>a) Covariance and Correlation Matrices<br>b) The multivariate Normal density function<br>c) The multivariate central limit theorem<br>d) Scatterplot matrix<\/li><li>Principal Components Analysis<br>a) Model<br>b) Principal components method<br>c) Maximum likelihood method<br>d) Rotation factor<br>e) Goodness of fit<br>f) Dimensionality reduction in liner regression<br>g) Score reliability<\/li><li>Cluster Analysis<br>a) Dissimilarity measures<br>b) Dendrogram<br>c) Hierarchical methods<br>d) Non-hierarchical methods<\/li><li>Discriminant Analysis and Classification<br>a) Discriminant variables selection<br>b) Classification statistic<br>c) Classification of new data<\/li><li>Structural equation modelling<br>a) Fundamental concepts<br>b) Stages in structural equation modelling<br>c) Applications of structural equation models<\/li><\/ol>\n\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<tr>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_code\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_title\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"btn btn-link p-0 text-left\" data-toggle=\"collapse\" href=\"#cu-desc-1-3\" role=\"button\" aria-expanded=\"false\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tTime Series and Forecast  &#8211; Optional \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_period\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t1S\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_ects\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t  7,5  \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_duration\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t  45 h  \n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t<tr id=\"cu-desc-1-3\" class=\"collapse\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<td colspan=\"100%\" class=\"curricular_plan_cu_field curricular_plan_cu_description p-3\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\n<p>1.1 Time Series: definition<br>1.2 Components of a time series<br>1.3 Use of software to plot time series and to identify their components<br>1.4 Stacionarity<br>1.5 Autocorrelation and partial autocorrelation<br>1.6 Generalities on forecasting methods and precision measurements<\/p>\n\n\n\n<ol start=\"2\"><li>Decomposition models<br>2.1 Classical Decomposition<br>2.2 Moving Averages<br>2.3 Exponential smoothing<br>2.4 STL Method (Seasonal-Trend Decomposition Procedure Based on Loess)<\/li><li>Box-Jenkins&#8217; Linear models<br>3.1 Stationary models (AR, MA and ARMA)<br>3.2 Non-Stationary models (ARIMA and SARIMA)<br>3.3 Parameters estimation, diagnostic checking and forecasts<br>3.4 Applications with software<\/li><li>Conditional heterocedasticity models<br>4.1 Volatility<br>4.2 ARCH and GARCH models<br>4.3 Applications with software<\/li><\/ol>\n\n            \t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<tr>\n            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_code\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_title\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tDissertation\/Project\/Internship\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_period\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tAnnual\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_ects\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t45\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"curricular_plan_cu_field curricular_plan_cu_duration\">\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n            \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/td>\n            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t<\/tr>\n            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t\t            \t\t\t\t\t\t\t\t\t<\/tbody>\n            \t\t\t\t\t\t\t\t<\/table>\n            \t\t\t\t\t\t\t<\/div>\n            \t\t\t\t\t\t            \t\t\t\t\t<\/div>\t\t\t\t\t\t\t\n            \t\t\t\t<\/div>\n            \t\t\t<\/div>\n            \t\t<\/div>\n            \t<\/div>\n    \t\t    \t<\/div>\n    <\/section>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-css-opacity\"\/>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-container-13 wp-block-columns\">\n<div class=\"wp-container-10 wp-block-column\"><div class=\"post-field course_public_notice\">\n   <h3 class=\"pt-0 field-title\">Entry Requirements<\/h2>\n    <div>\n<p>People who can apply to the Master\u2019s Degree:<br>1) Holders of an undergraduate degree or a legal equivalent in the areas of Engineering, Business Sciences, Mathematics, Biology, Health and related fields;<br>2) Holders of a foreign higher education diploma, granted after a first cycle of studies, under the principles of the Bologna Process, by a State, which has subscribed this Process, in the areas of Engineering, Business Sciences, Mathematics,Biology, Health and related fields;<br>3) Holders of a foreign higher education diploma that is recognized as meeting the objectives of an undergraduate degreein the areas of Engineering, Business Sciences, Mathematics, Biology, Health and related fields, by the Technical andScientific Council of ESTG;<br>4) Holders of an academic, scientific or professional curriculum that is recognized as certifying the skills to attend thiscycle of studies by the Technical and Scientific Council of the School.<\/p>\n\n\n\n<p>International Student<br>All information related to the \u00a0international student application should be consulted on our\u00a0<a rel=\"noreferrer noopener\" href=\"https:\/\/www.ipleiria.pt\/en\/international\/studying-in-portugal\/international-students\/\" target=\"_blank\">International Students<\/a>\u00a0webpage.<\/p>\n<\/div>\n    <div class=\"clearfix\"><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-container-11 wp-block-column\" style=\"flex-basis:3%\"><\/div>\n\n\n\n<div class=\"wp-container-12 wp-block-column\"><div class=\"post-field course_accreditation\">\n   <h3 class=\"field-title\">Accreditation<\/h2>\n    <div><!-- wp:paragraph {\"placeholder\":\"Set \\u0022Programme Accreditation\\u0022 content...\"} -->\n<p> State: Accredited<br>Number of years of accreditation:\u00a06<br>Publication Date: 06-07-2021<br><a href=\"https:\/\/www.a3es.pt\/pt\/resultados-acreditacao\/ciencia-de-dados-6\" target=\"_blank\" rel=\"noreferrer noopener\">Acredita\u00e7\u00e3o A3ES<\/a> <\/p>\n<!-- \/wp:paragraph --><\/div>\n    <div class=\"clearfix\"><\/div>\n<\/div>\n\n<div class=\"post-field course_more_information\">\n   <h3 class=\"field-title\">More Information<\/h2>\n    <div>\n<p> If you are an International Student you can contact us to:\u00a0 <a href=\"mailto:studywithus@ipleiria.pt\" target=\"_blank\" rel=\"noreferrer noopener\">studywithus@ipleiria.pt<\/a><\/p>\n<\/div>\n    <div class=\"clearfix\"><\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div id=\"gbc-_79f859-b0\" class=\"wp-block-pt-ipleiria-ued-wp-theme-ipleiria-gutenbergblocks-container gbc gbc-view row-valign-top align-full\"><div class=\"gbc-background-overlay gbc-background-overlay-normal\" style=\"opacity:0.3\"><\/div><div class=\"gbc-wrapper\" style=\"padding-top:100px;padding-bottom:60px\"><div id=\"gbc-container-gbc-_79f859-b0\" class=\"inner-container container\">\n<div class=\"wp-container-17 wp-block-columns\">\n<div class=\"wp-container-14 wp-block-column\"><div class=\"post-field course_application_fee\">\n   <h3 class=\"has-text-align-center pt-0 field-title\">Application Fee<\/h2>\n    <div><!-- wp:paragraph {\"align\":\"center\",\"placeholder\":\"Set \\u0022Programme Application Fee\\u0022 content...\"} -->\n<p class=\"has-text-align-center\">60\u20ac<\/p>\n<!-- \/wp:paragraph --><\/div>\n    <div class=\"clearfix\"><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-container-15 wp-block-column\"><div class=\"post-field course_enrolment_fee\">\n   <h3 class=\"has-text-align-center pt-0 field-title\">Enrolment Fee<\/h2>\n    <div>\n<p class=\"has-text-align-left\">General contingent: 50\u20ac<br>International student contingent: 100\u20ac<\/p>\n<\/div>\n    <div class=\"clearfix\"><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-container-16 wp-block-column\"><div class=\"post-field course_tuition_fee\">\n   <h3 class=\"has-text-align-center pt-0 field-title\">Tuition Fee<\/h2>\n    <div>\n<p class=\"has-text-align-left\">General contingent: 1140\u20ac<br>International student contingent: 3000\u20ac<\/p>\n<\/div>\n    <div class=\"clearfix\"><\/div>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-css-opacity is-style-wide\"\/>\n\n\n<div class=\"wp-block-pt-ipleiria-ued-wp-theme-ipleiria-gutenbergblocks-container gbc gbc-view row-valign-top align-full \">\n    <div class=\"gbc-background\" style=\"background-color:#262626\"><\/div>\n    <div class=\"gbc-background-overlay gbc-background-overlay-normal\" style=\"opacity:0.3\"><\/div>\n    <div class=\"gbc-wrapper\" style=\"padding-top:100px;padding-bottom:60px\">\n        <div id=\"gbc-container-_2a836c-36\" class=\"inner-container container\">\n            <h2 class=\"has-text-align-center is-style-theme-title has-dark-title-text-color-color has-text-color\">Online Application<\/h2>\n            <p class=\"has-text-align-center has-dark-title-text-color-color has-text-color\">Use the button bellow to start your application.<\/p>                                                                                                        \n                    <div class=\"wp-block-buttons aligncenter is-content-justification-center\">\n                        <div class=\"wp-block-button is-style-theme-button-outline\">\n                            <a class=\"wp-block-button__link has-title-text-color-color has-dark-title-text-color-background-color has-text-color has-background\" href=\"https:\/\/www.ipleiria.pt\/en\/study\/applications\/masters-applications\/\" target=\"_blank\" rel=\"noreferrer noopener\">How to apply<\/a>\n                    \n                        <\/div>\n                    <\/div>\n                <\/div>\n    <\/div>\n<\/div>\n    <div style=\"margin-bottom: 40px;\"><\/div>\n\n\n                                    \n\n\n<hr class=\"wp-block-separator has-css-opacity is-style-wide\"\/>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" src=\"https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2024\/04\/BARRA-1024x148.png\" alt=\"\" class=\"wp-image-45957\" width=\"512\" height=\"74\" srcset=\"https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2024\/04\/BARRA-1024x148.png 1024w, https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2024\/04\/BARRA-300x43.png 300w, https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2024\/04\/BARRA-768x111.png 768w, https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2024\/04\/BARRA-1536x222.png 1536w, https:\/\/www.ipleiria.pt\/en\/wp-content\/uploads\/sites\/25\/2024\/04\/BARRA-2048x296.png 2048w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/figure><\/div>","protected":false},"featured_media":44195,"template":"","meta":{"multilingual_post_translation":"{\"pt-PT\":{\"url\":\"https:\/\/www.ipleiria.pt\/curso\/ciencia-de-dados\/\",\"postID\":null,\"postTitle\":\"\",\"siteID\":1,\"customURL\":true,\"languageInfo\":{\"multilingual_site_api_url\":\"https:\/\/www.ipleiria.pt\/wp-json\/\",\"name\":\"Portugu\u00eas\",\"locale\":\"pt_PT\"}}}","custompostfields_course-video":"","custompostfields_course_certificates":"","custompostfields_course_vacancies_geral":"","custompostfields_course_vacancies_international":"","custompostfields_course_tuition_fee_geral":"","custompostfields_course_application":"","custompostfields_course_tuition_fee_international":"","custompostfields_course-curriculum_pdf":0,"custompostfields_course_enrolment_fee_general":"","custompostfields_course_enrolment_fee_international":"","custompostfields_course_announcement":"","custompostfields_meta-description":"","custompostfields_course-study-plan":"","custompostfields_course_presentation":"<!-- wp:paragraph -->\n<p>The master degree in Data Science comes up as an answer to the increasing need, felt by the region companies, of expertsin Data Science with skills on the most recent technologies and analytic techniques for acquiring, processing andanalysing large volumes of data. It is intended that the study program is multidisciplinary and that it potentiates a set ofsynergies between information systems, computation science and statistic, covering applications in several areas ofknowledge as, for example, Management, Engineering, Health, Business Sciences, among others.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>The study cycle aims at achieving the following general objectives:<br>1) To broaden the 2nd cycle educational offer in the region;<br>2) To form qualified professionals in the Data Science area;<br>3) To develop Data Science skills in professionals already integrated in the market;<br>4) To develop connections with the region companies through internships, projects and dissertations that allow knowledge extraction and the creation of added value in the companies;<br>5) To develop applied research in the Data Science area, namely through the development of projects and dissertations;<br>6) To promote knowledge transfer to the organizations in the Data Science area;<br>7) To promote autonomous lifelong learning.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>In this context, this study program allows an undergraduate to acquire advanced skills in the Data Science area. The teaching methodology focus on the resolution of problems, with the development of several projects aiming at the resolution of everyday real problems of companies, industries and services. <\/p>\n<!-- \/wp:paragraph -->","custompostfields_course_content":"","custompostfields_course_code":"","custompostfields_course_public_notice":"<!-- wp:paragraph {\"placeholder\":\"Set \\u0022Programme Notice\\u0022 content...\"} -->\n<p><a href=\"https:\/\/www.ipleiria.pt\/wp-content\/uploads\/2026\/03\/Edital-ESTG-Ciencia-de-Dados-PL.pdf\" data-type=\"URL\" data-id=\"https:\/\/www.ipleiria.pt\/wp-content\/uploads\/2026\/03\/Edital-ESTG-Ciencia-de-Dados-PL.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Edital 2026<\/a> (PT Doc retf)<\/p>\n<!-- \/wp:paragraph -->","custompostfields_course_length":"4 Semesters","custompostfields_course_ects":"120","custompostfields_course_supervisor":"<!-- wp:paragraph {\"placeholder\":\"Set \\u0022Programme Coordinator\\u0022 content...\"} -->\n<p> Maria Beatriz Guerra da Piedade<br><a rel=\"noreferrer noopener\" href=\"mailto:coord.mcd.estg@ipleiria.pt\" target=\"_blank\">coord.mcd.estg@ipleiria.pt<\/a> <\/p>\n<!-- \/wp:paragraph -->","custompostfields_course_vacancies":"<!-- wp:paragraph {\"placeholder\":\"Set \\u0022Programme Vacancies\\u0022 content...\"} -->\n<p>General and International student contingent:\u00a0 50<\/p>\n<!-- \/wp:paragraph -->","custompostfields_course_application_fee":"<!-- wp:paragraph {\"align\":\"center\",\"placeholder\":\"Set \\u0022Programme Application Fee\\u0022 content...\"} -->\n<p class=\"has-text-align-center\">60\u20ac<\/p>\n<!-- \/wp:paragraph -->","custompostfields_course_enrolment_fee":"<!-- wp:paragraph {\"align\":\"left\",\"placeholder\":\"Set \\u0022Programme Enrollment Fee\\u0022 content...\"} -->\n<p class=\"has-text-align-left\">General contingent: 50\u20ac<br>International student contingent: 100\u20ac<\/p>\n<!-- \/wp:paragraph -->","custompostfields_course_tuition_fee":"<!-- wp:paragraph {\"align\":\"left\",\"placeholder\":\"Set \\u0022Programme Annual Fee\\u0022 content...\"} -->\n<p class=\"has-text-align-left\">General contingent: 1140\u20ac<br>International student contingent: 3000\u20ac<\/p>\n<!-- \/wp:paragraph -->","custompostfields_course_goals":"<!-- wp:paragraph -->\n<p>The degree aims to endow students with solid skills, having the following learning goals:<br>1) To apply the knowledge and understanding and problem resolution skills in new situations and in broad andmultidisciplinary contexts;<br>2) To deeply understand Data Science concepts, methods and techniques and their usage in real problems;<br>3) To dominate Data Science applications and technologies;<br>4) To develop data retrieval, preparation, integration, exploration, reduction, prospection, modelling and analysis solutions;<br>5) To integrate knowledge, deal with complex questions, develop solutions in situations of limited or incomplete information;<br>6) To communicate conclusions and the underlying knowledge and reasoning to experts and non-experts in the area;<br>7) To be able to learn in a self-oriented and autonomous way through life;<br>8) To acquire professional and scientific research skills.<\/p>\n<!-- \/wp:paragraph -->","custompostfields_course_future_studies":"","custompostfields_course_career_prospects":"","custompostfields_course_entry_requirements":"<!-- wp:paragraph -->\n<p>People who can apply to the Master\u2019s Degree:<br>1) Holders of an undergraduate degree or a legal equivalent in the areas of Engineering, Business Sciences, Mathematics, Biology, Health and related fields;<br>2) Holders of a foreign higher education diploma, granted after a first cycle of studies, under the principles of the Bologna Process, by a State, which has subscribed this Process, in the areas of Engineering, Business Sciences, Mathematics,Biology, Health and related fields;<br>3) Holders of a foreign higher education diploma that is recognized as meeting the objectives of an undergraduate degreein the areas of Engineering, Business Sciences, Mathematics, Biology, Health and related fields, by the Technical andScientific Council of ESTG;<br>4) Holders of an academic, scientific or professional curriculum that is recognized as certifying the skills to attend thiscycle of studies by the Technical and Scientific Council of the School.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>International Student<br>All information related to the \u00a0international student application should be consulted on our\u00a0<a rel=\"noreferrer noopener\" href=\"https:\/\/www.ipleiria.pt\/en\/international\/studying-in-portugal\/international-students\/\" target=\"_blank\">International Students<\/a>\u00a0webpage.<\/p>\n<!-- \/wp:paragraph -->","custompostfields_course_more_information":"<!-- wp:paragraph {\"placeholder\":\"Set \\u0022Extra Programme Information\\u0022 content...\"} -->\n<p> If you are an International Student you can contact us to:\u00a0 <a href=\"mailto:studywithus@ipleiria.pt\" target=\"_blank\" rel=\"noreferrer noopener\">studywithus@ipleiria.pt<\/a><\/p>\n<!-- \/wp:paragraph -->","custompostfields_course_curriculum":"[{\"curricular_plan_section_title\":\"1. Year\",\"curricular_plan_cus\":[{\"curricular_plan_cu_code\":\"\",\"curricular_plan_cu_title\":\"Data Governance and Security\",\"curricular_plan_cu_period\":\"1S\",\"curricular_plan_cu_ects\":\"7,5\",\"curricular_plan_cu_duration\":\"45 h\",\"curricular_plan_cu_description\":\"<!-- wp:list {\\\"ordered\\\":true} -->\\n<ol><li>Introduction to data management and governance.<\/li><li>Roles and responsibilities in data governance.<\/li><li>Main data characteristics.<\/li><li>Technologies and tools for data management.<\/li><li>Principles, legislation and ethics applicable to data management.<\/li><li>Security and Privacy.<\/li><li>Basic concepts of cryptography.<\/li><li>Security in communications, networks and the Internet.<\/li><li>Security and Privacy in data processing.<\/li><li>Cloud and IoT security.<\/li><\/ol>\\n<!-- \/wp:list -->\"},{\"curricular_plan_cu_code\":\"\",\"curricular_plan_cu_title\":\"Business Analytics\",\"curricular_plan_cu_period\":\" 1S \",\"curricular_plan_cu_ects\":\" 7,5 \",\"curricular_plan_cu_duration\":\"45 h\",\"curricular_plan_cu_description\":\"<!-- wp:list {\\\"ordered\\\":true} -->\\n<ol><li>Introduction and Business Analysis key concepts<\/li><li>Business Analysis planning and monitoring<\/li><li>Elicitation and collaboration<\/li><li>Requirements life cycle management<\/li><li>Strategy analysis<\/li><li>Requirements analysis and design definition<\/li><li>Solution evaluation<\/li><li>Business Intelligence perspective<\/li><li>The information technology perspective<\/li><li>The business architecture perspective<\/li><li>The business process management perspective<\/li><\/ol>\\n<!-- \/wp:list -->\"},{\"curricular_plan_cu_code\":\"\",\"curricular_plan_cu_title\":\"Data Integration\",\"curricular_plan_cu_period\":\" 1S \",\"curricular_plan_cu_ects\":\" 7,5 \",\"curricular_plan_cu_duration\":\"45 h\",\"curricular_plan_cu_description\":\"<!-- wp:list {\\\"ordered\\\":true} -->\\n<ol><li>Introduction<br>1.1. Data, Information and Information Systems<br>1.2. Concepts regarding data and data structures<br>1.3. Data privacy and protection<\/li><li>Data analysis<br>2.1. Normalization<br>2.2. Metadata<br>2.3. Data storage systems: Relational databases and NoSQL databases<br>2.4 Models describing data and its relationships: conceptual, logical and physical<br>2.5. Data quality criteria<br>2.6. OLTP and OLAP paradigms<\/li><li>Data manipulation languages: SQL<br>3.1. Creating data structures<br>3.2. Data manipulation operations<br>3.3. Basic information retrieval queries<\/li><li>Data Integration: techniques and platforms<br>4.1. Planning<br>4.2. Data extraction<br>4.3. Data treatment<br>4.4. Data integration<br>4.5 Star models<br>4.6. Techniques and tools<\/li><li>Data analysis platforms<\/li><\/ol>\\n<!-- \/wp:list -->\"},{\"curricular_plan_cu_code\":\"\",\"curricular_plan_cu_title\":\"Exploratory Data Analysis\",\"curricular_plan_cu_period\":\" 1S \",\"curricular_plan_cu_ects\":\" 7,5 \",\"curricular_plan_cu_duration\":\"45 h\",\"curricular_plan_cu_description\":\"<!-- wp:paragraph -->\\n<p>1 - Introduction to R software<br>2 - Data manipulation<br>3 - Summary of data<br>4 - Point estimation<br>5 - Confidence intervals<br>6 - Hypothesis testing<br>7 - Association and correlation between variables<br>8 - Statistics topics for machine learning<\/p>\\n<!-- \/wp:paragraph -->\\n\\n<!-- wp:list -->\\n<ul><li>Principal component analysis<\/li><li>Cluster analysis<\/li><li>Naive Bayes classification algorithm<\/li><\/ul>\\n<!-- \/wp:list -->\"},{\"curricular_plan_cu_code\":\"\",\"curricular_plan_cu_title\":\"Regression and Forecasting Methods\",\"curricular_plan_cu_period\":\"2S\",\"curricular_plan_cu_ects\":\"  7,5  \",\"curricular_plan_cu_duration\":\" 45 h \",\"curricular_plan_cu_description\":\"<!-- wp:list {\\\"ordered\\\":true} -->\\n<ol><li>Linear regression<br>a) Interpretation and estimation<br>b) Model assumptions analysis<br>c) Inference on regression parameters<br>d) Quality and model comparison measures<br>e) Point and interval prediction<br>f) The use of dummy variables<\/li><li>Logistic regression<br>a) Logit link function<br>b) Interpretation and estimation of the models<br>c) Analysis of model's assumptions<br>d) Inference on regression parameters<br>e) Quality and model comparison measures<br>f) Cutoff point and the ROC curve<\/li><li>Models based on panel data<br>a) Fixed effects models<br>b) Random effect models<\/li><li>Introduction to time series<br>a) Fundamental concepts<br>b) Components of a time series<br>c) Decomposition of a time series<\/li><\/ol>\\n<!-- \/wp:list -->\"},{\"curricular_plan_cu_code\":\"\",\"curricular_plan_cu_title\":\"Data Mining\",\"curricular_plan_cu_period\":\" 2S \",\"curricular_plan_cu_ects\":\"  7,5  \",\"curricular_plan_cu_duration\":\" 45 h \",\"curricular_plan_cu_description\":\"<!-- wp:list {\\\"ordered\\\":true} -->\\n<ol><li>Introduction to Data Mining<\/li><li>Methodologies for the Data Mining Process: CRISP-DM<\/li><li>Data exploration<\/li><li>Data Preparation<\/li><li>Data Reduction: Characteristics, Cases, Values<\/li><li>Data Mining Algorithms: Na\u00efve Bayes, Trees and Decision Rules, Logistic Regression, K-Nearest Neighbors, NeuralNetworks, Support Vector Machines, Association Rules, K-Means, Random Forests, Boosting<\/li><li>Model Evaluation and Selection<\/li><li>Advanced Data Mining Topics<\/li><li>Privacy, Security and Challenges<\/li><\/ol>\\n<!-- \/wp:list -->\"},{\"curricular_plan_cu_code\":\"\",\"curricular_plan_cu_title\":\"Business Intelligence\",\"curricular_plan_cu_period\":\" 2S \",\"curricular_plan_cu_ects\":\"  7,5  \",\"curricular_plan_cu_duration\":\" 45 h \",\"curricular_plan_cu_description\":\"<!-- wp:list {\\\"ordered\\\":true} -->\\n<ol><li>Introduction to Business Intelligence (BI):<br>1.1. Background;<br>1.2. Life cycle;<br>1.3. Case studies (Banks; Finance; Health; Education; etc.).<\/li><li>Data Warehousing and OLAP:<br>2.1. Data Warehouse concept;<br>2.2. Multidimensional model;<br>2.3. Facts, dimensions and metrics;<br>2.4. Hierarchies;<br>2.5. OLAP operations;<br>2.6. OLAP Servers.<\/li><li>Report Development:<br>3.1. Data Preparation;<br>3.2. Structuring reports with visual elements.<\/li><li>Data Analytics and Data Visualization:<br>4.1. Types of visual elements and selection factors;<br>4.2. Technical challenges;<br>4.3. Visual exploration;<br>4.4. Design and development of standard graphics;<br>4.5. Dashboards, scorecards and indicators (KPIs);<br>4.6. Knowledge extraction to support decision making.<\/li><li>Presentation, communication and storytelling:<br>5.1. To identify and transmit the data story;<br>5.2. To structure narratives;<br>5.3. To identify visual elements;<br>5.4. Context and direction.<\/li><\/ol>\\n<!-- \/wp:list -->\"},{\"curricular_plan_cu_code\":\"\",\"curricular_plan_cu_title\":\"Deep Learning\",\"curricular_plan_cu_period\":\" 2S \",\"curricular_plan_cu_ects\":\"  7,5  \",\"curricular_plan_cu_duration\":\" 45 h \",\"curricular_plan_cu_description\":\"<!-- wp:list {\\\"ordered\\\":true} -->\\n<ol><li>Python Programming<br>a. Python<br>b. Machine learning platforms<br>c. TensorFlow<br>d. Keras<\/li><li>Neural networks<br>a. Structure of an artificial neuron<br>b. The perceptron<br>c. Multi-layer perceptron networks<br>d. Activation functions<br>e. Stochastic gradient descent<br>f. Backpropagation algorithm<\/li><li>Auto-encoders<br>a. Architectures<br>b. Applications<\/li><li>Regularization and optimization<br>a. L1 and L2 regularization<br>b. Dropout<br>c. Batch<br>d. AdaGrad<br>e. Adam<\/li><li>Convolutional neural networks<br>a. Architecture of a convolutional neural network<br>i. Convolutional layers<br>ii. Pooling layers<br>iii. Fully connected layers<br>b. Training a convolutional neural network<br>c. Transfer learning<br>d. Image processing applications<\/li><li>Recurrent neural networks<br>a. Architectures:<br>i. RNN<br>ii. Stacked Long-Short Term Memory (LSTM)<br>iii. Gated recurrent units (GRU) networks<br>b. Applications<br>i. Time series analysis and prediction<br>ii. Natural language processing<br>iii. Voice and text recognition<\/li><\/ol>\\n<!-- \/wp:list -->\"}]},{\"curricular_plan_section_title\":\"2. Year\",\"curricular_plan_cus\":[{\"curricular_plan_cu_code\":\"\",\"curricular_plan_cu_title\":\"Text Mining - Optional\",\"curricular_plan_cu_period\":\"1S\",\"curricular_plan_cu_ects\":\"  7,5  \",\"curricular_plan_cu_duration\":\"  45 h  \",\"curricular_plan_cu_description\":\"<!-- wp:list {\\\"ordered\\\":true} -->\\n<ol><li>Introduction<\/li><\/ol>\\n<!-- \/wp:list -->\\n\\n<!-- wp:list -->\\n<ul><li>The importance of textual information in organizations and its main challenges<\/li><li>Main stages of the text mining process<\/li><\/ul>\\n<!-- \/wp:list -->\\n\\n<!-- wp:list {\\\"ordered\\\":true} -->\\n<ol><li>Information Extraction<br>2.1 Document pre-processing using REGEX and Natural Language Processing<br>2.2 Identification of relevant information (terms, phrases and entities)<\/li><li>Text mining techniques<br>3.1 Introdu\u00e7\u00e3o<br>3.2 Information Retrieval<\/li><\/ol>\\n<!-- \/wp:list -->\\n\\n<!-- wp:list -->\\n<ul><li>Terms and occurrences lists<\/li><li>Indexes<\/li><li>Models and similarity measures<\/li><li>Evaluation<br>3.3 Documents classification<\/li><li>Approaches for text classification\/categorization<\/li><li>Evaluation<br>3.4 Document clustering<\/li><li>Clustering tasks used in text analysis<\/li><li>Algorithms for documents clustering<\/li><li>Text clustering<br>3.5 Text Summarization<\/li><li>Main concepts<\/li><li>Approaches for summaries generation<br>3.6 Text mining tools<\/li><\/ul>\\n<!-- \/wp:list -->\\n\\n<!-- wp:list {\\\"ordered\\\":true} -->\\n<ol><li>Cases studies<\/li><\/ol>\\n<!-- \/wp:list -->\\n\\n<!-- wp:list -->\\n<ul><li>Sentiment Analysis<\/li><li>Chatbots<\/li><li>Web mining<\/li><li>Topic modelling<\/li><li>Digital Libraries<\/li><\/ul>\\n<!-- \/wp:list -->\"},{\"curricular_plan_cu_code\":\"\",\"curricular_plan_cu_title\":\"Big Data  - 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