{"id":2053,"date":"2026-02-04T12:00:00","date_gmt":"2026-02-04T12:00:00","guid":{"rendered":"https:\/\/sites.wp.odu.edu\/locky\/?p=2053"},"modified":"2026-02-01T21:55:19","modified_gmt":"2026-02-01T21:55:19","slug":"how-linear-algebra-and-probability-distributions-concepts-are-utilized-in-various-ml-models","status":"publish","type":"post","link":"https:\/\/sites.wp.odu.edu\/locky\/2026\/02\/04\/how-linear-algebra-and-probability-distributions-concepts-are-utilized-in-various-ml-models\/","title":{"rendered":"How Linear Algebra and Probability Distributions Concepts Are Utilized in Various ML Models"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n<a href=\"https:\/\/sites.wp.odu.edu\/locky\/wp-content\/uploads\/sites\/38189\/2026\/01\/Mod_1_Assignment_FD.pdf\" class=\"pdfemb-viewer\" style=\"\" data-width=\"max\" data-height=\"max\"  data-toolbar=\"both\" data-toolbar-fixed=\"on\">Mod_1_Assignment_FD<br\/><\/a>\n<p class=\"wp-block-pdfemb-pdf-embedder-viewer\"><\/p>\n\n\n\n<ul class=\"wp-block-social-links has-normal-icon-size has-visible-labels has-icon-color has-icon-background-color is-style-default is-horizontal is-content-justification-center is-layout-flex wp-container-core-social-links-layout-1 wp-block-social-links-is-layout-flex\"><li style=\"color: #ffffff; background-color: #cf2e2e; \" class=\"wp-social-link wp-social-link-chain has-white-color wp-block-social-link\"><a rel=\"https:\/\/www.credly.com\/users\/carl-lochstampfor-jr noopener nofollow\" target=\"_blank\" href=\"http:\/\/sites.wp.odu.edu\/locky\/wp-content\/uploads\/sites\/38189\/2026\/01\/Mod_1_Assignment_FD.pdf\" class=\"wp-block-social-link-anchor\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M15.6,7.2H14v1.5h1.6c2,0,3.7,1.7,3.7,3.7s-1.7,3.7-3.7,3.7H14v1.5h1.6c2.8,0,5.2-2.3,5.2-5.2,0-2.9-2.3-5.2-5.2-5.2zM4.7,12.4c0-2,1.7-3.7,3.7-3.7H10V7.2H8.4c-2.9,0-5.2,2.3-5.2,5.2,0,2.9,2.3,5.2,5.2,5.2H10v-1.5H8.4c-2,0-3.7-1.7-3.7-3.7zm4.6.9h5.3v-1.5H9.3v1.5z\"><\/path><\/svg><span class=\"wp-block-social-link-label\">Full Screen or Download<\/span><\/a><\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n","protected":false},"excerpt":{"rendered":"<p>This essay explains how linear algebra and probability distributions form the mathematical foundation of machine learning models. It explores how vectors, matrices, tensors, and probabilistic reasoning enable learning, prediction, and uncertainty handling in modern ML systems.<\/p>\n","protected":false},"author":30379,"featured_media":2060,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"image","meta":{"footnotes":"","wds_primary_category":60},"categories":[165,60,51,166,77,42,78,31],"tags":[],"_links":{"self":[{"href":"https:\/\/sites.wp.odu.edu\/locky\/wp-json\/wp\/v2\/posts\/2053"}],"collection":[{"href":"https:\/\/sites.wp.odu.edu\/locky\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sites.wp.odu.edu\/locky\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sites.wp.odu.edu\/locky\/wp-json\/wp\/v2\/users\/30379"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.wp.odu.edu\/locky\/wp-json\/wp\/v2\/comments?post=2053"}],"version-history":[{"count":4,"href":"https:\/\/sites.wp.odu.edu\/locky\/wp-json\/wp\/v2\/posts\/2053\/revisions"}],"predecessor-version":[{"id":2064,"href":"https:\/\/sites.wp.odu.edu\/locky\/wp-json\/wp\/v2\/posts\/2053\/revisions\/2064"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sites.wp.odu.edu\/locky\/wp-json\/wp\/v2\/media\/2060"}],"wp:attachment":[{"href":"https:\/\/sites.wp.odu.edu\/locky\/wp-json\/wp\/v2\/media?parent=2053"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sites.wp.odu.edu\/locky\/wp-json\/wp\/v2\/categories?post=2053"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sites.wp.odu.edu\/locky\/wp-json\/wp\/v2\/tags?post=2053"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}