{"id":299,"date":"2025-05-27T10:39:32","date_gmt":"2025-05-27T14:39:32","guid":{"rendered":"https:\/\/www.clarku.edu\/data-science-program\/?p=299"},"modified":"2025-06-05T15:41:19","modified_gmt":"2025-06-05T19:41:19","slug":"dsci-122-mathematical-foundations-of-data-science","status":"publish","type":"post","link":"https:\/\/www.clarku.edu\/data-science\/dsci-122-mathematical-foundations-of-data-science\/","title":{"rendered":"DSCI 122 &#8211; Mathematical Foundations of Data Science"},"content":{"rendered":"\n<p>This course introduces fundamental mathematical concepts, theorems, and tools used in data science and machine learning, include linear algebra, analytic geometry, matrix decompositions, partial derivatives, optimization, and if time permits, probability and statistics. This is a standard lecture course with a lab component. The lab will be used for small group work and, if time permits, introduction to programming in R (one of the widely used programming languages in data science).<\/p>\n\n\n\n<p><strong>Prerequisites:<\/strong> <a href=\"https:\/\/catalog.clarku.edu\/content.php?catoid=34&amp;catoid=34&amp;navoid=2852&amp;filter%5B27%5D=-1&amp;filter%5B29%5D=&amp;filter%5Bcourse_type%5D=-1&amp;filter%5Bkeyword%5D=&amp;filter%5B32%5D=1&amp;filter%5Bcpage%5D=5&amp;filter%5Bitem_type%5D=3&amp;filter%5Bonly_active%5D=1&amp;filter%5B3%5D=1#tt9426\" target=\"_blank\" rel=\"noreferrer noopener\">MATH 121 &#8211; Calculus II<\/a>\u00a0or <a href=\"https:\/\/catalog.clarku.edu\/content.php?catoid=34&amp;catoid=34&amp;navoid=2852&amp;filter%5B27%5D=-1&amp;filter%5B29%5D=&amp;filter%5Bcourse_type%5D=-1&amp;filter%5Bkeyword%5D=&amp;filter%5B32%5D=1&amp;filter%5Bcpage%5D=5&amp;filter%5Bitem_type%5D=3&amp;filter%5Bonly_active%5D=1&amp;filter%5B3%5D=1#tt1767\" target=\"_blank\" rel=\"noreferrer noopener\">MATH 125 &#8211; Honors Calculus II<\/a><\/p>\n\n\n\n<p><strong>Anticipated Terms Offered:<\/strong> Fall 2024<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This course provides an introduction to the key mathematical principles underlying data science. The course focuses on linear algebra, probability, statistics, and calculus, as these areas are crucial for understanding.<\/p>\n","protected":false},"author":7,"featured_media":296,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[17,21],"tags":[],"class_list":["post-299","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-courses","category-data-science-core"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.1 (Yoast SEO v28.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>DSCI 122 - Mathematical Foundations of Data Science | Data Science | Clark University<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.clarku.edu\/data-science\/dsci-122-mathematical-foundations-of-data-science\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DSCI 122 - Mathematical Foundations of Data Science\" \/>\n<meta property=\"og:description\" content=\"This course provides an introduction to the key mathematical principles underlying data science. 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