{"id":4002,"date":"2025-12-22T12:17:19","date_gmt":"2025-12-22T12:17:19","guid":{"rendered":"https:\/\/devserver.admin.uoc.gr\/damsl\/?page_id=4002"},"modified":"2026-01-19T10:37:52","modified_gmt":"2026-01-19T10:37:52","slug":"courses-and-syllabus","status":"publish","type":"page","link":"https:\/\/mscs.uoc.gr\/damsl\/courses-and-syllabus\/","title":{"rendered":"Courses and Syllabus"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"4002\" class=\"elementor elementor-4002\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1d48ecb e-flex e-con-boxed e-con e-parent\" data-id=\"1d48ecb\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-57a6141 e-grid e-con-full e-con e-child\" data-id=\"57a6141\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-14964ec unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"14964ec\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-090-data-structures\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-090 <br> Data Structures<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: A - Course Type: Preparatory - ECTS: 5\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d8520c0 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"d8520c0\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-091-numerical-algorithms\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-091 <br>Numerical Algorithms<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: A - Course Type: Preparatory - ECTS: 5\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc14038 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"bc14038\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-092-probability-theory\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-092 <br>Probability Theory<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: A - Course Type: Preparatory - ECTS: 5\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06e3441 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"06e3441\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-100-introduction-to-data-science\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-100 <br>Introduction to Data Science<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: B - Course Type: Core - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a386da5 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"a386da5\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-101-introduction-to-machine-learning\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-101 <br>Introduction to Machine Learning<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: A - Course Type: Core - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-19d597c unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"19d597c\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-102-mathematical-and-computational-statistics\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-102 Mathematical and Computational Statistics<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: B - Course Type: Core - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cafab90 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"cafab90\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-103-bayesian-statistics\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-103 <br>BAYESIAN Statistics<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: C - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed41ce1 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"ed41ce1\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-104-applied-linear-regression\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-104 <br>Applied Linear Regression<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: A - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32cb9d5 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"32cb9d5\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-188-applied-data-science\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-188 <br>Applied Data Science<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: B - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-de0f1be unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"de0f1be\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-201-optimization\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-201 <br>Optimization<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: X - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-905235d unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"905235d\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-202-numerical-analysis\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-202 <br>Numerical Analysis<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: C - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9749ec7 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"9749ec7\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-203-numerical-approximation-of-des\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-203 <br>Numerical Approximation of DEs<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: B - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4360bed unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"4360bed\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-210-modeling-in-physical-sciences\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-210 <br>Modeling in Physical Sciences<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: B - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5818835 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"5818835\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-211-time-series-analysis\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-211<br> Time series analysis<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: B - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b0fac07 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"b0fac07\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-212-probabilistic-graphical-models\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-212 <br>Probabilistic Graphical Models<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: B - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74b2a83 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"74b2a83\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-243-big-data-analytics\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-243<br> Big Data Analytics<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: B - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c7f4b41 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"c7f4b41\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-267-knowledge-representation-and-reasoning\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-267 Knowledge Representation and Reasoning<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: C - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b0db54b unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"b0db54b\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-272-computer-vision\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-272 <br>Computer Vision<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: B - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3226d34 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"3226d34\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-273-introduction-to-deep-generative-modelling\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-273<br>Introduction to Deep Generative Modelling<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: B - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28fd2aa unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"28fd2aa\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-287-neural-networks-and-learning-of-hierarchical-representations\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-287 Neural Networks and Learning of Hierarchical Representations<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: B - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f5dc25 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"1f5dc25\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-288-analysis-and-modelling-of-brain-networks\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-288 <br>Analysis and Modelling of Brain Networks<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: B - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62cabb6 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"62cabb6\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-293-introduction-to-game-theory\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-293<br> Introduction to Game Theory<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: B - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e7e740 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"4e7e740\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-300-topics-in-statistics\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-300 <br>Topics in Statistics<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: X - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fd8f56 unicamp-icon-box-style-07 unicamp-graphic-position-top elementor-widget elementor-widget-tm-animated-icon-box\" data-id=\"5fd8f56\" data-element_type=\"widget\" data-widget_type=\"tm-animated-icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"tm-icon-box unicamp-box has-link link-secret\" href=\"https:\/\/mscs.uoc.gr\/damsl\/damsl-310-topics-in-data-science\/\">\n\t\t<div class=\"unicamp-graphic-box icon-box-wrapper\">\n\t\t\t\n\t\t\t<div class=\"unicamp-graphic-content icon-box-content\">\n\t\t\t\t\t\t<div class=\"heading-wrap\">\n\t\t\t<h3 class=\"heading\">DAMSL-310 <br>Topics in Data Science<\/h3>\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<div class=\"description-wrap\">\n\t\t\t<div class=\"description\">\n\t\t\t\tSemester: X - Course Type: Elective - ECTS: 10\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<\/a>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bbe69a6 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile e-flex e-con-boxed e-con e-parent\" data-id=\"bbe69a6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-36a493b elementor-widget elementor-widget-n-accordion\" data-id=\"36a493b\" data-element_type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;all_collapsed&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-5720\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-5720\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> DAMSL-090 Data Structures <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5720\" class=\"elementor-element elementor-element-b694895 e-con-full e-flex e-con e-child\" data-id=\"b694895\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5720\" class=\"elementor-element elementor-element-54025b0 e-flex e-con-boxed e-con e-child\" data-id=\"54025b0\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5720\" class=\"elementor-element elementor-element-c52f984 e-con-full e-flex e-con e-child\" data-id=\"c52f984\" data-element_type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5720\" class=\"elementor-element elementor-element-a628d4b e-grid e-con-full e-con e-child\" data-id=\"a628d4b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f2bc83d elementor-widget elementor-widget-text-editor\" data-id=\"f2bc83d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"et_pb_column et_pb_column_1_4 et_pb_column_1_tb_body et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_module et_pb_blurb et_pb_blurb_0_tb_body et_pb_text_align_left et_pb_blurb_position_top et_pb_bg_layout_light\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><h6 class=\"et_pb_module_header\"><strong>Type<\/strong> &#8211; Elective<\/h6><\/div><\/div><\/div><\/div><div class=\"et_pb_column et_pb_column_1_4 et_pb_column_2_tb_body et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_module et_pb_blurb et_pb_blurb_1_tb_body et_pb_text_align_left et_pb_blurb_position_top et_pb_bg_layout_light\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><h6 class=\"et_pb_module_header\"><strong>Course Code<\/strong> &#8211; DAMSL-090<\/h6><\/div><\/div><\/div><\/div><div class=\"et_pb_column et_pb_column_1_4 et_pb_column_3_tb_body et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_module et_pb_blurb et_pb_blurb_2_tb_body et_pb_text_align_left et_pb_blurb_position_top et_pb_bg_layout_light\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><h6 class=\"et_pb_module_header\"><strong>Teaching Semester<\/strong> &#8211; A Semester<\/h6><\/div><\/div><\/div><\/div><div class=\"et_pb_column et_pb_column_1_4 et_pb_column_4_tb_body et_pb_css_mix_blend_mode_passthrough et-last-child\"><div class=\"et_pb_module et_pb_blurb et_pb_blurb_3_tb_body et_pb_text_align_left et_pb_blurb_position_top et_pb_bg_layout_light\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><h6 class=\"et_pb_module_header\"><strong>ECTS Credits<\/strong> &#8211; 5<\/h6><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a7d48b2 elementor-widget elementor-widget-text-editor\" data-id=\"a7d48b2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"et_pb_module et_pb_text et_pb_text_5_tb_body et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-field \"><h6>Student Performance Evaluation<\/h6><p>Homework and\/or Lab Assignments, Final exam\/projectt<\/p><\/div><\/div><\/div><div class=\"et_pb_module et_pb_text et_pb_text_6_tb_body et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-field \"><h6>Prerequisite Courses<\/h6><p>Python Programming<\/p><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5720\" class=\"elementor-element elementor-element-71c3086 e-con-full e-flex e-con e-child\" data-id=\"71c3086\" data-element_type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5720\" class=\"elementor-element elementor-element-1402876 e-grid e-con-full e-con e-child\" data-id=\"1402876\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4f0968c elementor-widget elementor-widget-text-editor\" data-id=\"4f0968c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div id=\"outcomes\" class=\"et_pb_module et_pb_text et_pb_text_1_tb_body et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-main \"><h6><span style=\"text-decoration: underline;\">Syllabus<\/span><\/h6><ul><li>Introduction to the concept of data structure (representation of data in memory, different ways of organizing it, the structure as a basis for algorithmic techniques)<\/li><li>Introduction to complexity and its importance as an analysis tool<\/li><li>Introduction to the Python language<\/li><li>Tables<\/li><li>Stacks and queues.<\/li><li>Linked lists, singly linked, doubly linked, circular lists<\/li><li>The concept of sorting and simple algorithms<\/li><li>Trees (binary trees, binary search trees, etc.)<\/li><li>Hash table<\/li><li>Structures in graph form<\/li><\/ul><\/div><\/div><\/div><div id=\"outcomes\" class=\"et_pb_module et_pb_text et_pb_text_2_tb_body et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-main \">\u00a0<\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f449f77 elementor-widget elementor-widget-text-editor\" data-id=\"f449f77\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h6><span style=\"text-decoration: underline;\">Learning Outcomes<\/span><\/h6><div id=\"outcomes\" class=\"et_pb_module et_pb_text et_pb_text_2_tb_body et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-main \"><ul><li>Understanding the concept of data structure.<\/li><li>Implementation of different structures<\/li><li>Evaluation of their characteristics<\/li><li>Understanding of basic algorithmic features.<\/li><li>Perception of the suitability or otherwise of a structure for a computational problem<\/li><li>Ability to use the above skills to solve computational problems<\/li><li>Basic use of Python to implement computing solutions<\/li><\/ul><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-5721\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-5721\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> DAMSL-091 Numerical Algorithms <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5721\" class=\"elementor-element elementor-element-d9afc60 e-con-full e-flex e-con e-child\" data-id=\"d9afc60\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5721\" class=\"elementor-element elementor-element-a8b2dc0 e-flex e-con-boxed e-con e-child\" data-id=\"a8b2dc0\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5721\" class=\"elementor-element elementor-element-dc98fe5 e-con-full e-flex e-con e-child\" data-id=\"dc98fe5\" data-element_type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5721\" class=\"elementor-element elementor-element-1c76f3f e-grid e-con-full e-con e-child\" data-id=\"1c76f3f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a406ac elementor-widget elementor-widget-text-editor\" data-id=\"4a406ac\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"et_pb_column et_pb_column_1_4 et_pb_column_1_tb_body et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_module et_pb_blurb et_pb_blurb_0_tb_body et_pb_text_align_left et_pb_blurb_position_top et_pb_bg_layout_light\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><h6 class=\"et_pb_module_header\"><strong>Type<\/strong> &#8211; Elective<\/h6><\/div><\/div><\/div><\/div><div class=\"et_pb_column et_pb_column_1_4 et_pb_column_2_tb_body et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_module et_pb_blurb et_pb_blurb_1_tb_body et_pb_text_align_left et_pb_blurb_position_top et_pb_bg_layout_light\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><h6 class=\"et_pb_module_header\"><strong>Course Code<\/strong> &#8211; DAMSL-91<\/h6><\/div><\/div><\/div><\/div><div class=\"et_pb_column et_pb_column_1_4 et_pb_column_3_tb_body et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_module et_pb_blurb et_pb_blurb_2_tb_body et_pb_text_align_left et_pb_blurb_position_top et_pb_bg_layout_light\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><h6 class=\"et_pb_module_header\"><strong>Teaching Semester<\/strong> &#8211; A Semester<\/h6><\/div><\/div><\/div><\/div><div class=\"et_pb_column et_pb_column_1_4 et_pb_column_4_tb_body et_pb_css_mix_blend_mode_passthrough et-last-child\"><div class=\"et_pb_module et_pb_blurb et_pb_blurb_3_tb_body et_pb_text_align_left et_pb_blurb_position_top et_pb_bg_layout_light\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><h6 class=\"et_pb_module_header\"><strong>ECTS Credits<\/strong> &#8211; 5<\/h6><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-302666a elementor-widget elementor-widget-text-editor\" data-id=\"302666a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"et_pb_module et_pb_text et_pb_text_5_tb_body et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-field \"><h6>Student Performance Evaluation<\/h6><p>Homework and\/or Lab Assignments, Final Exam and\/or Project<\/p><\/div><\/div><\/div><div class=\"et_pb_module et_pb_text et_pb_text_6_tb_body et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-field \"><h6>Prerequisite Courses<\/h6><p>Calculus I, Linear Algebra I, Python<\/p><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5721\" class=\"elementor-element elementor-element-03fa0f9 e-con-full e-flex e-con e-child\" data-id=\"03fa0f9\" data-element_type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-5721\" class=\"elementor-element elementor-element-8846396 e-grid e-con-full e-con e-child\" data-id=\"8846396\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c9693ee elementor-widget elementor-widget-text-editor\" data-id=\"c9693ee\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div id=\"outcomes\" class=\"et_pb_module et_pb_text et_pb_text_1_tb_body et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-main \"><h6><span style=\"text-decoration: underline;\">Syllabus<\/span><\/h6><ul><li>Introduction to probability: Random experiments,\u00a0probability axioms,\u00a0conditional probability,\u00a0law of total probability, Bayes\u2019 rule, and counting methods.<\/li><li>Random variables and their distributions: Single and multiple random variables, expectation, variance, moment generating factors, inequalities.<\/li><li>Limit theorems: Convergence of random variables, weak law of large numbers, central limit theorem.<\/li><\/ul><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1656b29 elementor-widget elementor-widget-text-editor\" data-id=\"1656b29\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h6><span style=\"text-decoration: underline;\">Learning Outcomes<\/span><\/h6><div id=\"outcomes\" class=\"et_pb_module et_pb_text et_pb_text_2_tb_body et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-main \"><p>Upon completion of the course the students will have:<\/p><ul><li>Good knowledge of the basic concepts in probabilities: random experiments and axioms, conditional probability, Bayes law.\u00a0<\/li><li>Good knowledge of random variables and their distributions, expectation, and variance. Law of large numbers.<\/li><\/ul><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a331b1d elementor-widget elementor-widget-spacer\" data-id=\"a331b1d\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-37ed52a elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile e-flex e-con-boxed e-con e-parent\" data-id=\"37ed52a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6158395 e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"6158395\" data-element_type=\"widget\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"102073237\" aria-label=\"Tabs. Open items with Enter or Space, close with Escape and navigate using the Arrow keys.\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"e-n-tab-title-1020732371\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-1020732371\" style=\"--n-tabs-title-order: 1;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-090 Data Structures\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1020732372\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1020732372\" style=\"--n-tabs-title-order: 2;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-091 Numerical Algorithms\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1020732373\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1020732373\" style=\"--n-tabs-title-order: 3;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-092 Probability Theory\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1020732374\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"4\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1020732374\" style=\"--n-tabs-title-order: 4;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-100 Introduction to Data Science\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1020732375\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"5\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1020732375\" style=\"--n-tabs-title-order: 5;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-101 Introduction to Machine Learning\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1020732376\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"6\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1020732376\" style=\"--n-tabs-title-order: 6;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-102 Mathematical and Computational Statistics\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1020732377\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"7\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1020732377\" style=\"--n-tabs-title-order: 7;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-103 BAYESIAN Statistics\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1020732378\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"8\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1020732378\" style=\"--n-tabs-title-order: 8;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-104 Applied Linear Regression\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1020732379\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"9\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1020732379\" style=\"--n-tabs-title-order: 9;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-188 Applied Data Science\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div id=\"e-n-tab-content-1020732371\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1020732371\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-163de94 e-con-full e-flex e-con e-child\" data-id=\"163de94\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9a816d1 elementor-widget__width-initial elementor-widget elementor-widget-tm-heading\" data-id=\"9a816d1\" data-element_type=\"widget\" data-widget_type=\"tm-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"tm-modern-heading\">\n\t\t\t\n\t\t\t\t\t<div class=\"heading-primary-wrap\">\n\t\t\t<h2 class=\"heading-primary elementor-heading-title\">DAMSL-090 Data Structures<\/h2>\t\t<\/div>\n\t\t\n\t\t\t\t    <div class=\"heading-divider\"><\/div>\n\t    \n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-72b2f29 elementor-widget elementor-widget-text-editor\" data-id=\"72b2f29\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div id=\"outcomes\" class=\"et_pb_module et_pb_text et_pb_text_1_tb_body et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-main \"><h6><span style=\"text-decoration: underline;\">Syllabus<\/span><\/h6><ul><li>Introduction to the concept of data structure (representation of data in memory, different ways of organizing it, the structure as a basis for algorithmic techniques)<\/li><li>Introduction to complexity and its importance as an analysis tool<\/li><li>Introduction to the Python language<\/li><li>Tables<\/li><li>Stacks and queues.<\/li><li>Linked lists, singly linked, doubly linked, circular lists<\/li><li>The concept of sorting and simple algorithms<\/li><li>Trees (binary trees, binary search trees, etc.)<\/li><li>Hash table<\/li><li>Structures in graph form<\/li><\/ul><\/div><\/div><\/div><div id=\"outcomes\" class=\"et_pb_module et_pb_text et_pb_text_2_tb_body et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-main \"><h6><span style=\"text-decoration: underline;\">Learning Outcomes<\/span><\/h6><ul><li>Understanding the concept of data structure.<\/li><li>Implementation of different structures<\/li><li>Evaluation of their characteristics<\/li><li>Understanding of basic algorithmic features.<\/li><li>Perception of the suitability or otherwise of a structure for a computational problem<\/li><li>Ability to use the above skills to solve computational problems<\/li><li>Basic use of Python to implement computing solutions<\/li><\/ul><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1020732372\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1020732372\" data-tab-index=\"2\" style=\"--n-tabs-title-order: 2;\" class=\" elementor-element elementor-element-d259bef e-con-full e-flex e-con e-child\" data-id=\"d259bef\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1020732373\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1020732373\" data-tab-index=\"3\" style=\"--n-tabs-title-order: 3;\" class=\" elementor-element elementor-element-48a6471 e-con-full e-flex e-con e-child\" data-id=\"48a6471\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1020732374\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1020732374\" data-tab-index=\"4\" style=\"--n-tabs-title-order: 4;\" class=\" elementor-element elementor-element-dad164a e-flex e-con-boxed e-con e-child\" data-id=\"dad164a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1020732375\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1020732375\" data-tab-index=\"5\" style=\"--n-tabs-title-order: 5;\" class=\" elementor-element elementor-element-e8037cd e-flex e-con-boxed e-con e-child\" data-id=\"e8037cd\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1020732376\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1020732376\" data-tab-index=\"6\" style=\"--n-tabs-title-order: 6;\" class=\" elementor-element elementor-element-c4d36f8 e-flex e-con-boxed e-con e-child\" data-id=\"c4d36f8\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1020732377\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1020732377\" data-tab-index=\"7\" style=\"--n-tabs-title-order: 7;\" class=\" elementor-element elementor-element-97d2009 e-flex e-con-boxed e-con e-child\" data-id=\"97d2009\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1020732378\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1020732378\" data-tab-index=\"8\" style=\"--n-tabs-title-order: 8;\" class=\" elementor-element elementor-element-725e801 e-flex e-con-boxed e-con e-child\" data-id=\"725e801\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1020732379\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1020732379\" data-tab-index=\"9\" style=\"--n-tabs-title-order: 9;\" class=\" elementor-element elementor-element-54095b0 e-flex e-con-boxed e-con e-child\" data-id=\"54095b0\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3fa7d1a elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile e-flex e-con-boxed e-con e-parent\" data-id=\"3fa7d1a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-90a70b9 e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"90a70b9\" data-element_type=\"widget\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"151679161\" aria-label=\"Tabs. Open items with Enter or Space, close with Escape and navigate using the Arrow keys.\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"e-n-tab-title-1516791611\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-1516791611\" style=\"--n-tabs-title-order: 1;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-201 Optimization\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1516791612\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1516791612\" style=\"--n-tabs-title-order: 2;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-202 Numerical Analysis\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1516791613\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1516791613\" style=\"--n-tabs-title-order: 3;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-203 Numerical Approximation of DEs\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1516791614\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"4\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1516791614\" style=\"--n-tabs-title-order: 4;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-210 Modeling in Physical Sciences\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1516791615\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"5\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1516791615\" style=\"--n-tabs-title-order: 5;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-211 Time series analysis\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1516791616\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"6\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1516791616\" style=\"--n-tabs-title-order: 6;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-212 Probabilistic Graphical Models\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1516791617\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"7\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1516791617\" style=\"--n-tabs-title-order: 7;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-243 Big Data Analytics\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1516791618\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"8\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1516791618\" style=\"--n-tabs-title-order: 8;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-267 Knowledge Representation and Reasoning\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-1516791619\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"9\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-1516791619\" style=\"--n-tabs-title-order: 9;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-272 Computer Vision\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-15167916110\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"10\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-15167916110\" style=\"--n-tabs-title-order: 10;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-273 Introduction to Deep Generative Modelling\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-15167916111\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"11\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-15167916111\" style=\"--n-tabs-title-order: 11;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-287 Neural Networks and Learning of Hierarchical Representations\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-15167916112\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"12\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-15167916112\" style=\"--n-tabs-title-order: 12;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-288 Analysis and Modelling of Brain Networks\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-15167916113\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"13\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-15167916113\" style=\"--n-tabs-title-order: 13;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-293 Introduction to Game Theory\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-15167916114\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"14\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-15167916114\" style=\"--n-tabs-title-order: 14;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-300 Topics in Statistics\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-15167916115\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"15\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-15167916115\" style=\"--n-tabs-title-order: 15;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-310 Topics in Data Science\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div id=\"e-n-tab-content-1516791611\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1516791611\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-e07e96e e-flex e-con-boxed e-con e-child\" data-id=\"e07e96e\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1516791612\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1516791612\" data-tab-index=\"2\" style=\"--n-tabs-title-order: 2;\" class=\" elementor-element elementor-element-b686fae e-flex e-con-boxed e-con e-child\" data-id=\"b686fae\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cce9cd9 elementor-widget elementor-widget-tm-heading\" data-id=\"cce9cd9\" data-element_type=\"widget\" data-widget_type=\"tm-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"tm-modern-heading\">\n\t\t\t\n\t\t\t\t\t<div class=\"heading-primary-wrap\">\n\t\t\t<h2 class=\"heading-primary elementor-heading-title\">DAMSL-202 Numerical Analysis<\/h2>\t\t<\/div>\n\t\t\n\t\t\t\t    <div class=\"heading-divider\"><\/div>\n\t    \n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a1bb161 elementor-widget elementor-widget-text-editor\" data-id=\"a1bb161\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h6>Syllabus<\/h6><ul><li>Root finding algorithms: Bisection, Newton\u2019s and Newton\u2019s like methods<\/li><li>Methods for solving linear systems: Direct methods (LU, Cholesky, etc), Iterative methods (Jacobi, Gauss-Seidel, SOR, Steepest Descent, Conjugate Gradient)<\/li><li>Least Squares problem<\/li><li>Interpolation and Approximation<\/li><li>Numerical Integration<\/li><li>Solving initial value problem for ordinary differential equations<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c1b4214 elementor-widget elementor-widget-text-editor\" data-id=\"c1b4214\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h6>Learning Outcomes<\/h6><p>After the successful completion of the course the students will be able to<\/p><ul><li>Analyse basic numerical algorithms and their characteristics<\/li><li>Implement\u00a0 numerical algorithms\/methods in modern computational frameworks<\/li><li>Analyse the advantages and disadvantages of numerical algorithms<\/li><li>Obtain numerical approximations\/solutions of basic applied problems<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1794d19 elementor-widget elementor-widget-text-editor\" data-id=\"1794d19\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"et_pb_module et_pb_text et_pb_text_5_tb_body  et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-field \"><h6>Student Performance Evaluation<\/h6><p>The final grade will be based on homework\/lab assignments and a final exam\/project<\/p><\/div><\/div><\/div><div class=\"et_pb_module et_pb_text et_pb_text_6_tb_body  et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-field \"><h6>\u00a0<\/h6><h6>Prerequisite Courses<\/h6><p>Calculus I, Linear Algebra I, Python<\/p><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1516791613\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1516791613\" data-tab-index=\"3\" style=\"--n-tabs-title-order: 3;\" class=\" elementor-element elementor-element-9c86e96 e-flex e-con-boxed e-con e-child\" data-id=\"9c86e96\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1516791614\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1516791614\" data-tab-index=\"4\" style=\"--n-tabs-title-order: 4;\" class=\" elementor-element elementor-element-58fe2ab e-flex e-con-boxed e-con e-child\" data-id=\"58fe2ab\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1516791615\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1516791615\" data-tab-index=\"5\" style=\"--n-tabs-title-order: 5;\" class=\" elementor-element elementor-element-c0580c6 e-flex e-con-boxed e-con e-child\" data-id=\"c0580c6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1516791616\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1516791616\" data-tab-index=\"6\" style=\"--n-tabs-title-order: 6;\" class=\" elementor-element elementor-element-8b18c43 e-flex e-con-boxed e-con e-child\" data-id=\"8b18c43\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1516791617\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1516791617\" data-tab-index=\"7\" style=\"--n-tabs-title-order: 7;\" class=\" elementor-element elementor-element-7938f01 e-flex e-con-boxed e-con e-child\" data-id=\"7938f01\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1516791618\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1516791618\" data-tab-index=\"8\" style=\"--n-tabs-title-order: 8;\" class=\" elementor-element elementor-element-c97abfc e-flex e-con-boxed e-con e-child\" data-id=\"c97abfc\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-1516791619\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-1516791619\" data-tab-index=\"9\" style=\"--n-tabs-title-order: 9;\" class=\" elementor-element elementor-element-5b6e03d e-flex e-con-boxed e-con e-child\" data-id=\"5b6e03d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-15167916110\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-15167916110\" data-tab-index=\"10\" style=\"--n-tabs-title-order: 10;\" class=\" elementor-element elementor-element-6840865 e-flex e-con-boxed e-con e-child\" data-id=\"6840865\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-15167916111\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-15167916111\" data-tab-index=\"11\" style=\"--n-tabs-title-order: 11;\" class=\" elementor-element elementor-element-ee4606e e-flex e-con-boxed e-con e-child\" data-id=\"ee4606e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-15167916112\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-15167916112\" data-tab-index=\"12\" style=\"--n-tabs-title-order: 12;\" class=\" elementor-element elementor-element-9b0ac9a e-flex e-con-boxed e-con e-child\" data-id=\"9b0ac9a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-15167916113\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-15167916113\" data-tab-index=\"13\" style=\"--n-tabs-title-order: 13;\" class=\" elementor-element elementor-element-41bb7d3 e-flex e-con-boxed e-con e-child\" data-id=\"41bb7d3\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-15167916114\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-15167916114\" data-tab-index=\"14\" style=\"--n-tabs-title-order: 14;\" class=\" elementor-element elementor-element-cf2c78d e-flex e-con-boxed e-con e-child\" data-id=\"cf2c78d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-15167916115\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-15167916115\" data-tab-index=\"15\" style=\"--n-tabs-title-order: 15;\" class=\" elementor-element elementor-element-6bb8e65 e-flex e-con-boxed e-con e-child\" data-id=\"6bb8e65\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-03b772d elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile e-flex e-con-boxed e-con e-parent\" data-id=\"03b772d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-77a471e e-con-full e-flex e-con e-child\" data-id=\"77a471e\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54832ad e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"54832ad\" data-element_type=\"widget\" data-settings=\"{&quot;tabs_justify_horizontal&quot;:&quot;stretch&quot;,&quot;horizontal_scroll&quot;:&quot;disable&quot;}\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"88617645\" aria-label=\"Tabs. Open items with Enter or Space, close with Escape and navigate using the Arrow keys.\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"e-n-tab-title-886176451\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-886176451\" style=\"--n-tabs-title-order: 1;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-201 Optimization\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-886176452\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-886176452\" style=\"--n-tabs-title-order: 2;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-202 Numerical Analysis\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-886176453\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-886176453\" style=\"--n-tabs-title-order: 3;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-203 Numerical Approximation of DEs\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-886176454\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"4\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-886176454\" style=\"--n-tabs-title-order: 4;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-210 Modeling in Physical Sciences\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-886176455\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"5\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-886176455\" style=\"--n-tabs-title-order: 5;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-211 Time series analysis\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-886176456\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"6\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-886176456\" style=\"--n-tabs-title-order: 6;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-212 Probabilistic Graphical Models\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-886176457\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"7\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-886176457\" style=\"--n-tabs-title-order: 7;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-243 Big Data Analytics\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-886176458\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"8\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-886176458\" style=\"--n-tabs-title-order: 8;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-267 Knowledge Representation and Reasoning\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-886176459\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"9\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-886176459\" style=\"--n-tabs-title-order: 9;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-272 Computer Vision\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-8861764510\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"10\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-8861764510\" style=\"--n-tabs-title-order: 10;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-273 Introduction to Deep Generative Modelling\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-8861764511\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"11\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-8861764511\" style=\"--n-tabs-title-order: 11;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-287 Neural Networks and Learning of Hierarchical Representations\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-8861764512\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"12\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-8861764512\" style=\"--n-tabs-title-order: 12;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-288 Analysis and Modelling of Brain Networks\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-8861764513\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"13\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-8861764513\" style=\"--n-tabs-title-order: 13;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-293 Introduction to Game Theory\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-8861764514\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"14\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-8861764514\" style=\"--n-tabs-title-order: 14;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-300 Topics in Statistics\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-8861764515\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"15\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-8861764515\" style=\"--n-tabs-title-order: 15;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDAMSL-310 Topics in Data Science\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div id=\"e-n-tab-content-886176451\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-886176451\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-4f52a86 e-flex e-con-boxed e-con e-child\" data-id=\"4f52a86\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-886176452\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-886176452\" data-tab-index=\"2\" style=\"--n-tabs-title-order: 2;\" class=\" elementor-element elementor-element-097d750 e-flex e-con-boxed e-con e-child\" data-id=\"097d750\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9226472 elementor-widget elementor-widget-tm-heading\" data-id=\"9226472\" data-element_type=\"widget\" data-widget_type=\"tm-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"tm-modern-heading\">\n\t\t\t\n\t\t\t\t\t<div class=\"heading-primary-wrap\">\n\t\t\t<h2 class=\"heading-primary elementor-heading-title\">DAMSL-202 Numerical Analysis<\/h2>\t\t<\/div>\n\t\t\n\t\t\t\t    <div class=\"heading-divider\"><\/div>\n\t    \n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-221fc4a e-con-full e-flex e-con e-child\" data-id=\"221fc4a\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-36238f9 e-grid e-con-full e-con e-child\" data-id=\"36238f9\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b3b061 elementor-widget elementor-widget-text-editor\" data-id=\"2b3b061\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"et_pb_column et_pb_column_1_4 et_pb_column_1_tb_body et_pb_css_mix_blend_mode_passthrough\"><div class=\"et_pb_module et_pb_blurb et_pb_blurb_0_tb_body et_pb_text_align_left et_pb_blurb_position_top et_pb_bg_layout_light\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><p class=\"et_pb_module_header\"><strong>Type<\/strong> &#8211; Elective<\/p><\/div><\/div><\/div><\/div><div class=\"et_pb_module et_pb_blurb et_pb_blurb_1_tb_body et_pb_text_align_left et_pb_blurb_position_top et_pb_bg_layout_light\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><p class=\"et_pb_module_header\"><strong>Course Code<\/strong> &#8211; DAMSL-090<\/p><\/div><\/div><\/div><div class=\"et_pb_module et_pb_blurb et_pb_blurb_2_tb_body et_pb_text_align_left et_pb_blurb_position_top et_pb_bg_layout_light\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><p class=\"et_pb_module_header\"><strong>Teaching Semester<\/strong> &#8211; A Semester<\/p><\/div><\/div><\/div><div class=\"et_pb_column et_pb_column_1_4 et_pb_column_4_tb_body et_pb_css_mix_blend_mode_passthrough et-last-child\"><div class=\"et_pb_module et_pb_blurb et_pb_blurb_3_tb_body et_pb_text_align_left et_pb_blurb_position_top et_pb_bg_layout_light\"><div class=\"et_pb_blurb_content\"><div class=\"et_pb_blurb_container\"><p class=\"et_pb_module_header\"><strong>ECTS Credits<\/strong> &#8211; 5<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ea98d5 elementor-widget elementor-widget-text-editor\" data-id=\"3ea98d5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"et_pb_module et_pb_text et_pb_text_5_tb_body et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-field \"><p><strong>Student Performance Evaluation:<\/strong><br \/>The final grade will be based on homework\/lab assignments and a final exam\/project<\/p><\/div><\/div><\/div><div class=\"et_pb_module et_pb_text et_pb_text_6_tb_body et_pb_text_align_left et_pb_bg_layout_light\"><div class=\"et_pb_text_inner\"><div class=\"custom-field course-field \"><strong>Prerequisite Courses:<\/strong> Calculus I, Linear Algebra I, Python<\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b4d497f e-con-full e-flex e-con e-child\" data-id=\"b4d497f\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-4a0cbf2 e-grid e-con-full e-con e-child\" data-id=\"4a0cbf2\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-83edd7e elementor-widget elementor-widget-text-editor\" data-id=\"83edd7e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h6>Syllabus<\/h6><ul><li>Root finding algorithms: Bisection, Newton\u2019s and Newton\u2019s like methods<\/li><li>Methods for solving linear systems: Direct methods (LU, Cholesky, etc), Iterative methods (Jacobi, Gauss-Seidel, SOR, Steepest Descent, Conjugate Gradient)<\/li><li>Least Squares problem<\/li><li>Interpolation and Approximation<\/li><li>Numerical Integration<\/li><li>Solving initial value problem for ordinary differential equations<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17896f6 elementor-widget elementor-widget-text-editor\" data-id=\"17896f6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h6>Syllabus<\/h6><ul><li>Root finding algorithms: Bisection, Newton\u2019s and Newton\u2019s like methods<\/li><li>Methods for solving linear systems: Direct methods (LU, Cholesky, etc), Iterative methods (Jacobi, Gauss-Seidel, SOR, Steepest Descent, Conjugate Gradient)<\/li><li>Least Squares problem<\/li><li>Interpolation and Approximation<\/li><li>Numerical Integration<\/li><li>Solving initial value problem for ordinary differential equations<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-886176453\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-886176453\" data-tab-index=\"3\" style=\"--n-tabs-title-order: 3;\" class=\" elementor-element elementor-element-78ac28d e-flex e-con-boxed e-con e-child\" data-id=\"78ac28d\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-886176454\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-886176454\" data-tab-index=\"4\" style=\"--n-tabs-title-order: 4;\" class=\" elementor-element elementor-element-3b65f5f e-flex e-con-boxed e-con e-child\" data-id=\"3b65f5f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-886176455\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-886176455\" data-tab-index=\"5\" style=\"--n-tabs-title-order: 5;\" class=\" elementor-element elementor-element-24e332d e-flex e-con-boxed e-con e-child\" data-id=\"24e332d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-886176456\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-886176456\" data-tab-index=\"6\" style=\"--n-tabs-title-order: 6;\" class=\" elementor-element elementor-element-eb1e080 e-flex e-con-boxed e-con e-child\" data-id=\"eb1e080\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-886176457\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-886176457\" data-tab-index=\"7\" style=\"--n-tabs-title-order: 7;\" class=\" elementor-element elementor-element-72fa02b e-flex e-con-boxed e-con e-child\" data-id=\"72fa02b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-886176458\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-886176458\" data-tab-index=\"8\" style=\"--n-tabs-title-order: 8;\" class=\" elementor-element elementor-element-89b4124 e-flex e-con-boxed e-con e-child\" data-id=\"89b4124\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-886176459\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-886176459\" data-tab-index=\"9\" style=\"--n-tabs-title-order: 9;\" class=\" elementor-element elementor-element-b138b54 e-flex e-con-boxed e-con e-child\" data-id=\"b138b54\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-8861764510\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-8861764510\" data-tab-index=\"10\" style=\"--n-tabs-title-order: 10;\" class=\" elementor-element elementor-element-cbb2536 e-flex e-con-boxed e-con e-child\" data-id=\"cbb2536\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-8861764511\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-8861764511\" data-tab-index=\"11\" style=\"--n-tabs-title-order: 11;\" class=\" elementor-element elementor-element-fb2ac8a e-flex e-con-boxed e-con e-child\" data-id=\"fb2ac8a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-8861764512\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-8861764512\" data-tab-index=\"12\" style=\"--n-tabs-title-order: 12;\" class=\" elementor-element elementor-element-8620823 e-flex e-con-boxed e-con e-child\" data-id=\"8620823\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-8861764513\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-8861764513\" data-tab-index=\"13\" style=\"--n-tabs-title-order: 13;\" class=\" elementor-element elementor-element-2e7fab8 e-flex e-con-boxed e-con e-child\" data-id=\"2e7fab8\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-8861764514\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-8861764514\" data-tab-index=\"14\" style=\"--n-tabs-title-order: 14;\" class=\" elementor-element elementor-element-ce9c043 e-flex e-con-boxed e-con e-child\" data-id=\"ce9c043\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-8861764515\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-8861764515\" data-tab-index=\"15\" style=\"--n-tabs-title-order: 15;\" class=\" elementor-element elementor-element-7d596e5 e-flex e-con-boxed e-con e-child\" data-id=\"7d596e5\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bb3517e e-flex e-con-boxed e-con e-parent\" data-id=\"bb3517e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ec7de3d elementor-widget elementor-widget-spacer\" data-id=\"ec7de3d\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>DAMSL-090 Data Structures Semester: A &#8211; Course Type: Preparatory &#8211; ECTS: 5 DAMSL-091 Numerical Algorithms Semester: A &#8211; Course Type: Preparatory &#8211; ECTS: 5 DAMSL-092 Probability Theory Semester: A &#8211; Course Type: Preparatory &#8211; ECTS: 5 DAMSL-100 Introduction to Data Science Semester: B &#8211; Course Type: Core &#8211; ECTS: 10 DAMSL-101 Introduction to Machine Learning Semester: A &#8211; Course Type: Core &#8211; ECTS: 10 DAMSL-102 Mathematical and Computational Statistics Semester: B &#8211; Course Type: Core &#8211; ECTS: 10 DAMSL-103 BAYESIAN Statistics Semester: C &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-104 Applied Linear Regression Semester: A &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-188 Applied Data Science Semester: B &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-201 Optimization Semester: X &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-202 Numerical Analysis Semester: C &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-203 Numerical Approximation of DEs Semester: B &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-210 Modeling in Physical Sciences Semester: B &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-211 Time series analysis Semester: B &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-212 Probabilistic Graphical Models Semester: B &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-243 Big Data Analytics Semester: B &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-267 Knowledge Representation and Reasoning Semester: C &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-272 Computer Vision Semester: B &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-273Introduction to Deep Generative Modelling Semester: B &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-287 Neural Networks and Learning of Hierarchical Representations Semester: B &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-288 Analysis and Modelling of Brain Networks Semester: B &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-293 Introduction to Game Theory Semester: B &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-300 Topics in Statistics Semester: X &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-310 Topics in Data Science Semester: X &#8211; Course Type: Elective &#8211; ECTS: 10 DAMSL-090 Data Structures Type &#8211; Elective Course Code &#8211; DAMSL-090 Teaching Semester &#8211; A Semester ECTS Credits &#8211; 5 Student Performance Evaluation Homework and\/or Lab Assignments, Final exam\/projectt Prerequisite Courses Python Programming Syllabus Introduction to the concept of data structure (representation of data in memory, different ways of organizing it, the structure as a basis for algorithmic techniques) Introduction to complexity and its importance as an analysis tool Introduction to the Python language Tables Stacks and queues. Linked lists, singly linked, doubly linked, circular lists The concept of sorting and simple algorithms Trees (binary trees, binary search trees, etc.) Hash table Structures in graph form \u00a0 Learning Outcomes Understanding the concept of data structure. Implementation of different structures Evaluation of their characteristics Understanding of basic algorithmic features. Perception of the suitability or otherwise of a structure for a computational problem Ability to use the above skills to solve computational problems Basic use of Python to implement computing solutions DAMSL-091 Numerical Algorithms Type &#8211; Elective Course Code &#8211; DAMSL-91 Teaching Semester &#8211; A Semester ECTS Credits &#8211; 5 Student Performance Evaluation Homework and\/or Lab Assignments, Final Exam and\/or Project Prerequisite Courses Calculus I, Linear Algebra I, Python Syllabus Introduction to probability: Random experiments,\u00a0probability axioms,\u00a0conditional probability,\u00a0law of total probability, Bayes\u2019 rule, and counting methods. Random variables and their distributions: Single and multiple random variables, expectation, variance, moment generating factors, inequalities. Limit theorems: Convergence of random variables, weak law of large numbers, central limit theorem. Learning Outcomes Upon completion of the course the students will have: Good knowledge of the basic concepts in probabilities: random experiments and axioms, conditional probability, Bayes law.\u00a0 Good knowledge of random variables and their distributions, expectation, and variance. Law of large numbers. Type &#8211; Elective Course Code &#8211; DAMSL-090 Teaching Semester &#8211; A Semester ECTS Credits &#8211; 5 Student Performance Evaluation Homework and\/or Lab Assignments, Final exam\/projectt Prerequisite Courses Python Programming Syllabus Introduction to the concept of data structure (representation of data in memory, different ways of organizing it, the structure as a basis for algorithmic techniques) Introduction to complexity and its importance as an analysis tool Introduction to the Python language Tables Stacks and queues. Linked lists, singly linked, doubly linked, circular lists The concept of sorting and simple algorithms Trees (binary trees, binary search trees, etc.) Hash table Structures in graph form \u00a0 Learning Outcomes Understanding the concept of data structure. Implementation of different structures Evaluation of their characteristics Understanding of basic algorithmic features. Perception of the suitability or otherwise of a structure for a computational problem Ability to use the above skills to solve computational problems Basic use of Python to implement computing solutions Type &#8211; Elective Course Code &#8211; DAMSL-91 Teaching Semester &#8211; A Semester ECTS Credits &#8211; 5 Student Performance Evaluation Homework and\/or Lab Assignments, Final Exam and\/or Project Prerequisite Courses Calculus I, Linear Algebra I, Python Syllabus Introduction to probability: Random experiments,\u00a0probability axioms,\u00a0conditional probability,\u00a0law of total probability, Bayes\u2019 rule, and counting methods. Random variables and their distributions: Single and multiple random variables, expectation, variance, moment generating factors, inequalities. Limit theorems: Convergence of random variables, weak law of large numbers, central limit theorem. Learning Outcomes Upon completion of the course the students will have: Good knowledge of the basic concepts in probabilities: random experiments and axioms, conditional probability, Bayes law.\u00a0 Good knowledge of random variables and their distributions, expectation, and variance. Law of large numbers. DAMSL-090 Data Structures DAMSL-091 Numerical Algorithms DAMSL-092 Probability Theory DAMSL-100 Introduction to Data Science DAMSL-101 Introduction to Machine Learning DAMSL-102 Mathematical and Computational Statistics DAMSL-103 BAYESIAN Statistics DAMSL-104 Applied Linear Regression DAMSL-188 Applied Data Science DAMSL-090 Data Structures Syllabus Introduction to the concept of data structure (representation of data in memory, different ways of organizing it, the structure as a basis for algorithmic techniques) Introduction to complexity and its importance as an analysis tool Introduction to the Python language Tables Stacks and queues. Linked lists, singly linked, doubly linked, circular lists The concept of sorting and simple algorithms Trees (binary trees, binary search trees, etc.) Hash table Structures in graph form Learning Outcomes Understanding the concept of [&hellip;]<\/p>\n","protected":false},"author":22,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"class_list":["post-4002","page","type-page","status-publish","hentry","post-no-thumbnail"],"acf":[],"_links":{"self":[{"href":"https:\/\/mscs.uoc.gr\/damsl\/wp-json\/wp\/v2\/pages\/4002","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mscs.uoc.gr\/damsl\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/mscs.uoc.gr\/damsl\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/mscs.uoc.gr\/damsl\/wp-json\/wp\/v2\/users\/22"}],"replies":[{"embeddable":true,"href":"https:\/\/mscs.uoc.gr\/damsl\/wp-json\/wp\/v2\/comments?post=4002"}],"version-history":[{"count":95,"href":"https:\/\/mscs.uoc.gr\/damsl\/wp-json\/wp\/v2\/pages\/4002\/revisions"}],"predecessor-version":[{"id":4410,"href":"https:\/\/mscs.uoc.gr\/damsl\/wp-json\/wp\/v2\/pages\/4002\/revisions\/4410"}],"wp:attachment":[{"href":"https:\/\/mscs.uoc.gr\/damsl\/wp-json\/wp\/v2\/media?parent=4002"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}