{"id":834,"date":"2025-07-26T09:25:26","date_gmt":"2025-07-26T09:25:26","guid":{"rendered":"https:\/\/ccds.ai\/?p=834"},"modified":"2025-08-10T18:15:33","modified_gmt":"2025-08-10T18:15:33","slug":"topics-in-linear-algebra-for-data-analysis","status":"publish","type":"post","link":"https:\/\/ccds.ai\/?p=834","title":{"rendered":"Topics in Linear Algebra for Data Analysis"},"content":{"rendered":"\n<p>Notes on the some of the essential Linear Algebra techniques used in data analysis are available in the link below.<\/p>\n\n\n\n<p>Multiplication of two matrices, two vectors, and a matrix and a vector can be written in many different ways. [\u2026]\u00a0<a href=\"https:\/\/ccds.ai\/wp-content\/uploads\/2021\/12\/Lin_Alg_notes-ccds.pdf\">Read Post<\/a><\/p>\n\n\n\n<p><strong>Topics include \u2013<\/strong><br>-Orthogonal Decomposition and Least Square Regression,<br>-Minimization of Quadratic Forms and PCA,<br>-Singular Value Decomposition, and<br>-Linear Discriminant Analysis.<\/p>\n\n\n\n<p><strong>Both Linear Algebra and Multivariable Calculus approaches are presented.<\/strong><\/p>\n\n\n\n<p>These notes were written up by our RAs.\u00a0<a href=\"https:\/\/ccds.ai\/entry\/sugandha-roy\/\">Sugandha Roy<\/a>,\u00a0<a href=\"https:\/\/ccds.ai\/entry\/hasnain-hossain\/\">Hasnain Hossain<\/a>,\u00a0<a href=\"https:\/\/ccds.ai\/entry\/rakibul-hasan-rajib\/\">Rakibul Hasan Rajib<\/a>,\u00a0<a href=\"https:\/\/ccds.ai\/?page_id=260\">AI &amp; ML Wing, CCDS<\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Notes on the some of the essential Linear Algebra techniques used in data analysis are available in the link below. Multiplication of two matrices, two vectors, and a matrix and [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[14],"tags":[],"class_list":["post-834","post","type-post","status-publish","format-standard","hentry","category-blog"],"acf":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts\/834","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=834"}],"version-history":[{"count":1,"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts\/834\/revisions"}],"predecessor-version":[{"id":835,"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts\/834\/revisions\/835"}],"wp:attachment":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=834"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=834"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=834"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}