{"id":7419,"date":"2023-06-09T12:18:55","date_gmt":"2023-06-09T09:18:55","guid":{"rendered":"https:\/\/www.uol.ac.cy\/?post_type=courses&#038;p=7419"},"modified":"2024-10-15T10:57:54","modified_gmt":"2024-10-15T07:57:54","slug":"cs321-machine-learning-data-mining-business-analytics","status":"publish","type":"courses","link":"https:\/\/www.uol.ac.cy\/en\/courses\/cs321-machine-learning-data-mining-business-analytics\/","title":{"rendered":"CS321- Machine Learning, Data Mining &#038; Business Analytics"},"content":{"rendered":"","protected":false},"featured_media":0,"template":"","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"default","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}}},"class_list":["post-7419","courses","type-courses","status-publish","hentry"],"acf":[],"spectra_custom_meta":{"_last_editor_used_jetpack":["classic-editor"],"_edit_lock":["1728979379:17"],"_edit_last":["17"],"c_course_main_title":["Bachelor of Business Administration"],"_c_course_main_title":["field_6447c49f617d3"],"c_course_unit_title":["Machine Learning, Data Mining & Business Analytics"],"_c_course_unit_title":["field_6447c246335b9"],"course_unit_code":["CS321"],"_course_unit_code":["field_63f6047058b75"],"type_of_unit":["Core"],"_type_of_unit":["field_63f6047758b76"],"level_of_course_unit":["Second cycle"],"_level_of_course_unit":["field_63f6047c58b77"],"year_of_study":["Third year"],"_year_of_study":["field_63f6048558b78"],"semester":["A\u2019 Semester (Fall)"],"_semester":["field_63f6049158b79"],"number_of_ects_credits":["7.5"],"_number_of_ects_credits":["field_63f6049b58b7a"],"class_contact_hours":["36"],"_class_contact_hours":["field_63f604a358b7b"],"course_unit_objectives":["The objective of this course is to teach students about machine learning and data mining and how they can be applied in business. The students will get an overview of all."],"_course_unit_objectives":["field_63f606bd0ec15"],"c_learning_outcomes":["The students completing the course should be able to:"],"_c_learning_outcomes":["field_63f607e69bd76"],"c_learning_outcomes_description":["<ul>\r\n \t<li>Understand the types of machine learning: supervised, unsupervised, active learning, reinforcement learning.<\/li>\r\n \t<li>Understand the fundamental concepts of machine learning like knowledge representation and optimisation.<\/li>\r\n \t<li>Understand and being able to implement data mining algorithms like association rule mining and clustering.<\/li>\r\n \t<li>Know how to implement data mining and machine learning algorithms in Weka.<\/li>\r\n \t<li>Learn how to use machine learning algorithms using scikit-learn in Python, like support vector machines and ensembles of trees.<\/li>\r\n \t<li>Learn how to test algorithms using cross- validation and to assess their performance using the right metrics.<\/li>\r\n \t<li>Use machine learning and data mining to solve real world problems.<\/li>\r\n<\/ul>"],"_c_learning_outcomes_description":["field_63f607f99bd77"],"c_mode_of_delivery":["Mode of Delivery"],"_c_mode_of_delivery":["field_6447c76184617"],"c_prerequisites":["None"],"_c_prerequisites":["field_6447c76c84618"],"c_course_content":["<ol>\r\n \t<li>Introduction to machine learning<\/li>\r\n \t<li>Supervised learning<\/li>\r\n \t<li>Introduction to data mining using Weka<\/li>\r\n \t<li>Introduction to Python for machine learning<\/li>\r\n \t<li>Machine learning for business applications with real data sets<\/li>\r\n<\/ol>"],"_c_course_content":["field_63f608209bd78"],"c_truefalse":["0"],"_c_truefalse":["field_6447c80f84619"],"c_readings_0_c_readings_1st_row":["<strong>Textbooks:<\/strong>\r\n\r\n1. Peter Norvig, Stuart J. Russell, Artificial Intelligence: A modern approach (4th edition), 2020\r\n\r\n2. Ian H. Witten, Eibe Frank, Mark A. Hall, Christopher J. Pal , Data Mining: Practical machine learning tools and techniques (4th edition), 2016\r\n\r\n<strong>Optional textbook:<\/strong>\r\n\r\n3. Trevor Hastie &amp; Robert Tibshirani,The elements of Statistical Learning, Springer, 2009"],"_c_readings_0_c_readings_1st_row":["field_6447d03051789"],"c_readings_0_c_readings_2st_row":["<strong>Online sources:<\/strong>\r\n\r\nhttps:\/\/web.stanford.edu\/~hastie\/ElemStatLearn\/ http:\/\/aima.cs.berkeley.edu\/\r\n\r\nhttps:\/\/www.cs.waikato.ac.nz\/ml\/weka\/book.html\r\n\r\nhttps:\/\/scikit-learn.org\/stable\/tutorial\/basic\/tutorial.html"],"_c_readings_0_c_readings_2st_row":["field_6447d0425178a"],"c_readings":["1"],"_c_readings":["field_6447d00351788"],"_seopress_redirections_type":["301"],"_seopress_redirections_logged_status":["both"],"site-sidebar-layout":["default"],"site-content-layout":["default"],"theme-transparent-header-meta":["default"],"_seopress_analysis_target_kw":[""],"_eael_post_view_count":["1767"],"classic-editor-remember":["classic-editor"],"_wp_page_template":["default"],"English_Course":["a:1:{i:0;s:7:\"English\";}"],"_English_Course":["field_664a7ab2b54a8"],"greek_course":[""],"_greek_course":["field_664afc80bfc9b"],"yesno":["1"],"_yesno":["field_6648f406b6def"],"core_en_and_gr":["Core Course"],"_core_en_and_gr":["field_664c54e2559a3"],"Teacher\u2019s_name":["#"],"_Teacher\u2019s_name":["field_6647979a4a918"],"Course_Unit_Objectives_new":["#"],"_Course_Unit_Objectives_new":["field_664c5c2365623"],"Learning_Outcomes_select":["Learning Outcomes"],"_Learning_Outcomes_select":["field_63f607e69bd76"],"Select_mode_of_delivery_language":["Face to Face"],"_Select_mode_of_delivery_language":["field_66546dc27e3f7"],"select_from_Prerequisites_language":["Prerequisites"],"_select_from_Prerequisites_language":["field_6447c76c84618"],"Prerequisites":["None"],"_Prerequisites":["field_664a8078df416"],"Course_Content":["Course Content"],"_Course_Content":["field_664892bc7a322"],"add_course_content":[""],"_add_course_content":["field_664a842c9b2b8"],"Features":["Course Features"],"_Features":["field_664a88b548af2"],"add_course_feautres":["<strong>Planned learning activities and teaching methods<\/strong>\r\nLectures; in-class discussion and debates; in-class exercises; problem sets; team work; video case studies, team presentations, interactive online learning via Moodle (quizzes, assignments, forums)\r\n\r\n<strong>Assessment methods and criteria<\/strong>\r\n10% class participation\r\n60% exam\r\n30% group project\r\n\r\n<strong>Language of Instruction<\/strong>\r\nEnglish\r\n\r\n<strong>Work Placement(s)<\/strong>\r\nNot applicable"],"_add_course_feautres":["field_664a89441aacf"],"read_choice_lang":["Readings"],"_read_choice_lang":["field_664a8c0bc9898"],"feature_image_program":[""],"_feature_image_program":["field_668bbb4805cdb"],"return_to_the_program":["<a href=\"https:\/\/www.uol.ac.cy\/en\/program\/bachelor-of-business-administration\/\">Return to the program<\/a>"],"_return_to_the_program":["field_668ff14d984ef"],"ast-site-content-layout":["default"],"site-content-style":["default"],"site-sidebar-style":["default"],"astra-migrate-meta-layouts":["set"],"stick-header-meta":["default"],"_uag_css_file_name":["uag-css-7419.css"],"_oembed_0c08b5cf8b485e941f91f4872bf86211":["{{unknown}}"],"_oembed_fe79a6f039103dab4b84a047d7ad41ef":["{{unknown}}"],"_elementor_page_assets":["a:0:{}"],"_uag_page_assets":["a:9:{s:3:\"css\";s:263:\".uag-blocks-common-selector{z-index:var(--z-index-desktop) !important}@media (max-width: 976px){.uag-blocks-common-selector{z-index:var(--z-index-tablet) !important}}@media (max-width: 767px){.uag-blocks-common-selector{z-index:var(--z-index-mobile) !important}}\n\";s:2:\"js\";s:0:\"\";s:18:\"current_block_list\";a:1:{i:0;s:11:\"core\/search\";}s:8:\"uag_flag\";b:0;s:11:\"uag_version\";s:10:\"1775254277\";s:6:\"gfonts\";a:0:{}s:10:\"gfonts_url\";s:0:\"\";s:12:\"gfonts_files\";a:0:{}s:14:\"uag_faq_layout\";b:0;}"]},"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"trp-custom-language-flag":false},"uagb_author_info":{"display_name":"p.efstathiou@uol.ac.cy","author_link":"https:\/\/www.uol.ac.cy\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":null,"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/www.uol.ac.cy\/en\/wp-json\/wp\/v2\/courses\/7419","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.uol.ac.cy\/en\/wp-json\/wp\/v2\/courses"}],"about":[{"href":"https:\/\/www.uol.ac.cy\/en\/wp-json\/wp\/v2\/types\/courses"}],"version-history":[{"count":0,"href":"https:\/\/www.uol.ac.cy\/en\/wp-json\/wp\/v2\/courses\/7419\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.uol.ac.cy\/en\/wp-json\/wp\/v2\/media?parent=7419"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}