{"id":9556,"date":"2026-07-03T09:27:14","date_gmt":"2026-07-03T15:27:14","guid":{"rendered":"http:\/\/76.212.95.197\/wordpress\/?p=9556"},"modified":"2026-07-03T09:27:33","modified_gmt":"2026-07-03T15:27:33","slug":"9556","status":"publish","type":"post","link":"http:\/\/76.212.95.197\/wordpress\/2026\/07\/03\/9556\/","title":{"rendered":"We must apply systems logic, systems thinking, or systems engineering at work, at home, and in social life."},"content":{"rendered":"\n<p>I look at everything through the lens of systems engineering and workflow, using tools such as flowcharts and process charts. I spent another 2+ hours finishing my project for the Introduction to Machine Learning course.<\/p>\n\n\n\n<p>We must apply systems logic, systems thinking, or systems engineering at work, at home, and in social life.<\/p>\n\n\n\n<p>My main code matches the workflow chart. Please create a flowchart in a notebook and run it with a visualization to improve it significantly for your next task.<\/p>\n\n\n\n<p>\/\/ I&#8217;m also including the main code of my program in this post.<br># &lt;&lt;&lt; Main Code &gt;&gt;&gt;<br>df = Load_DataSet()<br>if df is not None:<br>Exploratory_Data_Analysis(df)<br>df = Data_Preparation(df)<br>y_test, y_pred_log_reg = Modeling(df)<br>Evaluation(y_test, y_pred_log_reg)<br>else:<br>print(&#8220;Program stopped because dataset could not be loaded.&#8221;)<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"288\" src=\"http:\/\/76.212.95.197\/wordpress\/wp-content\/uploads\/2026\/07\/Midterm-Project-Data-Storytelling-Machine-Learning-Workflow-V2.0-512x288.jpg\" alt=\"\" class=\"wp-image-9557\" srcset=\"http:\/\/76.212.95.197\/wordpress\/wp-content\/uploads\/2026\/07\/Midterm-Project-Data-Storytelling-Machine-Learning-Workflow-V2.0-512x288.jpg 512w, http:\/\/76.212.95.197\/wordpress\/wp-content\/uploads\/2026\/07\/Midterm-Project-Data-Storytelling-Machine-Learning-Workflow-V2.0-255x143.jpg 255w, http:\/\/76.212.95.197\/wordpress\/wp-content\/uploads\/2026\/07\/Midterm-Project-Data-Storytelling-Machine-Learning-Workflow-V2.0-768x432.jpg 768w, http:\/\/76.212.95.197\/wordpress\/wp-content\/uploads\/2026\/07\/Midterm-Project-Data-Storytelling-Machine-Learning-Workflow-V2.0.jpg 1280w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>I look at everything through the lens of systems engineering and workflow, using tools such as flowcharts and process charts.&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[32],"tags":[],"class_list":["post-9556","post","type-post","status-publish","format-standard","hentry","category-america"],"_links":{"self":[{"href":"http:\/\/76.212.95.197\/wordpress\/wp-json\/wp\/v2\/posts\/9556","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/76.212.95.197\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/76.212.95.197\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/76.212.95.197\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/76.212.95.197\/wordpress\/wp-json\/wp\/v2\/comments?post=9556"}],"version-history":[{"count":2,"href":"http:\/\/76.212.95.197\/wordpress\/wp-json\/wp\/v2\/posts\/9556\/revisions"}],"predecessor-version":[{"id":9559,"href":"http:\/\/76.212.95.197\/wordpress\/wp-json\/wp\/v2\/posts\/9556\/revisions\/9559"}],"wp:attachment":[{"href":"http:\/\/76.212.95.197\/wordpress\/wp-json\/wp\/v2\/media?parent=9556"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/76.212.95.197\/wordpress\/wp-json\/wp\/v2\/categories?post=9556"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/76.212.95.197\/wordpress\/wp-json\/wp\/v2\/tags?post=9556"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}