{"id":4511,"date":"2025-05-15T09:16:53","date_gmt":"2025-05-15T07:16:53","guid":{"rendered":"https:\/\/www.escience.ac.za\/?p=4511"},"modified":"2025-05-15T13:03:03","modified_gmt":"2025-05-15T11:03:03","slug":"classification-machine-learning-models-for-datasets-from-various-disciplines","status":"publish","type":"post","link":"https:\/\/www.escience.ac.za\/index.php\/2025\/05\/15\/classification-machine-learning-models-for-datasets-from-various-disciplines\/","title":{"rendered":"Classification Machine Learning Models for Datasets From Various Disciplines"},"content":{"rendered":"<p>Data mining, a vital machine learning technique, extracts valuable information from raw data across diverse fields like healthcare, retail, logistics, military, banking, and sports. It employs supervised and unsupervised methods, with classification being the most popular. This study evaluated six common machine learning classification models across six different datasets and identified their strengths.<\/p><p><\/p><div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.escience.ac.za\/wp-content\/uploads\/2025\/05\/2187273074-Sandiso-Sithole-41517_Sandiso_Sithole_2209386_Project_Poster_18079_204701247-1024x576.jpg\" alt=\"\" class=\"wp-image-4512\" srcset=\"https:\/\/www.escience.ac.za\/wp-content\/uploads\/2025\/05\/2187273074-Sandiso-Sithole-41517_Sandiso_Sithole_2209386_Project_Poster_18079_204701247-1024x576.jpg 1024w, https:\/\/www.escience.ac.za\/wp-content\/uploads\/2025\/05\/2187273074-Sandiso-Sithole-41517_Sandiso_Sithole_2209386_Project_Poster_18079_204701247-300x169.jpg 300w, https:\/\/www.escience.ac.za\/wp-content\/uploads\/2025\/05\/2187273074-Sandiso-Sithole-41517_Sandiso_Sithole_2209386_Project_Poster_18079_204701247-768x432.jpg 768w, https:\/\/www.escience.ac.za\/wp-content\/uploads\/2025\/05\/2187273074-Sandiso-Sithole-41517_Sandiso_Sithole_2209386_Project_Poster_18079_204701247-1536x864.jpg 1536w, https:\/\/www.escience.ac.za\/wp-content\/uploads\/2025\/05\/2187273074-Sandiso-Sithole-41517_Sandiso_Sithole_2209386_Project_Poster_18079_204701247-2048x1152.jpg 2048w, https:\/\/www.escience.ac.za\/wp-content\/uploads\/2025\/05\/2187273074-Sandiso-Sithole-41517_Sandiso_Sithole_2209386_Project_Poster_18079_204701247-600x337.jpg 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div><p>&nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>Data mining, a vital machine learning technique, extracts valuable information from raw data across diverse fields like healthcare, retail, logistics, military, banking, and sports. It employs supervised and unsupervised methods, with classification being the most popular. This study evaluated six common machine learning classification models across six<\/p>\n","protected":false},"author":3,"featured_media":4407,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-4511","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-capstone-projects"],"_links":{"self":[{"href":"https:\/\/www.escience.ac.za\/index.php\/wp-json\/wp\/v2\/posts\/4511","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.escience.ac.za\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.escience.ac.za\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.escience.ac.za\/index.php\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.escience.ac.za\/index.php\/wp-json\/wp\/v2\/comments?post=4511"}],"version-history":[{"count":1,"href":"https:\/\/www.escience.ac.za\/index.php\/wp-json\/wp\/v2\/posts\/4511\/revisions"}],"predecessor-version":[{"id":4513,"href":"https:\/\/www.escience.ac.za\/index.php\/wp-json\/wp\/v2\/posts\/4511\/revisions\/4513"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.escience.ac.za\/index.php\/wp-json\/wp\/v2\/media\/4407"}],"wp:attachment":[{"href":"https:\/\/www.escience.ac.za\/index.php\/wp-json\/wp\/v2\/media?parent=4511"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.escience.ac.za\/index.php\/wp-json\/wp\/v2\/categories?post=4511"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.escience.ac.za\/index.php\/wp-json\/wp\/v2\/tags?post=4511"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}