{"id":926,"date":"2025-10-31T11:27:30","date_gmt":"2025-10-31T15:27:30","guid":{"rendered":"https:\/\/www.citadel.edu\/ccs\/?page_id=926"},"modified":"2025-10-31T11:27:31","modified_gmt":"2025-10-31T15:27:31","slug":"ai-minor","status":"publish","type":"page","link":"https:\/\/www.citadel.edu\/ccs\/cadet-programs\/ai-minor\/","title":{"rendered":"Minor in Artificial Intelligence &amp; Machine Learning"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"h-objectives\">Objectives<\/h2>\n\n\n\n<p>Machine learning is emerging as today\u2019s fastest-growing job as the role of automation and AI expands in every industry and function. AI &amp; ML techniques are now used in many application areas including natural language processing, speech, vision, robotics, and computational biology. The Artificial Intelligence &amp; Machine Learning minor gives students a grounding in the fundamental concepts underlying modern AI &amp; ML approaches and systems. It covers both the mathematical background as well as programming.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-competencies-knowledge-or-skills-to-be-achieved\">Competencies, Knowledge or Skills to be Achieved:<\/h3>\n\n\n\n<p>Upon completing the minor in AL &amp; ML, students will be able to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Develop AL &amp; ML approaches for complex real-world problems.<\/li>\n\n\n\n<li>Use a broad range of AL &amp; ML tools, techniques, and algorithms.<\/li>\n\n\n\n<li>Apply AL &amp; ML tools in an ethical and socially responsible manner, with an awareness of biases that can result from their indiscriminate use.<\/li>\n\n\n\n<li>Communicate results of complex analyses using appropriate visualization techniques.<\/li>\n\n\n\n<li>Be well versed with the Python programming language and all the key packages for AI and ML such as NumPy, pandas, Scikit-Learn, SciPy, MatplotLib, Tensorflow, Keras, spaCy, NLTK, Gensim, etc.<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/catalog.citadel.edu\/preview_program.php?catoid=19&amp;poid=1267&amp;returnto=562\">View Minor Curriculum<\/a><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Objectives Machine learning is emerging as today\u2019s fastest-growing job as the role of automation and AI expands in every industry and function. AI &amp; ML techniques are now used in many application areas including natural language processing, speech, vision, robotics, and computational biology. The Artificial Intelligence &amp; Machine Learning minor gives students a grounding in [&hellip;]<\/p>\n","protected":false},"author":694,"featured_media":0,"parent":5,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-program.php","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","footnotes":""},"class_list":["post-926","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.8 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Minor in Artificial Intelligence &amp; Machine Learning - Department of Cyber and Computer Sciences<\/title>\n<meta name=\"description\" content=\"Minor in Artificial Intelligence &amp; Machine Learning\" \/>\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.citadel.edu\/ccs\/cadet-programs\/ai-minor\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Minor in Artificial Intelligence &amp; 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