{"id":904,"date":"2017-08-30T19:22:14","date_gmt":"2017-08-30T23:22:14","guid":{"rendered":"https:\/\/portfolios.cs.earlham.edu\/?p=904"},"modified":"2025-04-24T15:15:01","modified_gmt":"2025-04-24T19:15:01","slug":"survey-paper-final","status":"publish","type":"post","link":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/08\/30\/survey-paper-final\/","title":{"rendered":"Final Project"},"content":{"rendered":"<p><a href=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2017\/08\/Capstone_Project_Proposal_Nirdesh.pdf\">Capstone_Project_Proposal_Nirdesh<\/a><\/p>\n<p><a href=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2017\/08\/SurveryPaper_SeniorCapstone.docx\">SurveryPaper_SeniorCapstone_Final_Nirdesh<\/a><\/p>\n<p>My Senior Project will be based on improving the accuracy of machine learning algorithms by using various statistical methods to correctly pre-process a dataset and then feed it into a machine learning algorithm.<\/p>\n<p>The software part of my project will be based on designing a platform that works with R studio to run these tests on a dataset and then feed it to a machine learning algorithm and then analyze the results. This software recommends the series of &#8216;knobs&#8217; that can turned on the dataset to better it for the algorithm. My paper will be based on the results that I found and whether or not pre-processing made a difference in the performance of these algorithms.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Capstone_Project_Proposal_Nirdesh SurveryPaper_SeniorCapstone_Final_Nirdesh My Senior Project will be based on improving the accuracy of machine learning algorithms by using various statistical methods to correctly pre-process a dataset and then feed it into a machine learning algorithm. The software part of my &hellip; <a href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/08\/30\/survey-paper-final\/\">Read More<\/a><\/p>\n","protected":false},"author":20,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[33,32,47,19],"tags":[],"class_list":["post-904","post","type-post","status-publish","format-standard","hentry","category-33","category-nirdesh","category-nirdesh-bhandari","category-student"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Final Project - CS\/DS Student Portfolios<\/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:\/\/portfolios.cs.earlham.edu\/index.php\/2017\/08\/30\/survey-paper-final\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Final Project - CS\/DS Student Portfolios\" \/>\n<meta property=\"og:description\" content=\"Capstone_Project_Proposal_Nirdesh SurveryPaper_SeniorCapstone_Final_Nirdesh My Senior Project will be based on improving the accuracy of machine learning algorithms by using various statistical methods to correctly pre-process a dataset and then feed it into a machine learning algorithm. 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