{"id":4286,"date":"2024-12-02T10:51:40","date_gmt":"2024-12-02T15:51:40","guid":{"rendered":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/?page_id=4286"},"modified":"2026-04-23T19:13:46","modified_gmt":"2026-04-23T23:13:46","slug":"ise-589-or-591","status":"publish","type":"page","link":"https:\/\/ise.ncsu.edu\/fuzzy-neural\/courses\/ise-589-or-591\/","title":{"rendered":"ISE 589\/ OR 591: Introduction to Optimization and Machine Learning for Systems Analytics"},"content":{"rendered":"\r\n<h2 class=\"wp-block-heading\">ISE 589-012 \/ OR 591-001: Introduction to Optimization and Machine Learning for Systems Analytics<\/h2>\r\n\r\n\r\n\r\n\r\n<a class=\"block-major-link n_text-red n_flex n_flex-row n_f2 n_justify-start \" href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/courses\/ise-589-or-591\/ise-589-012-or-591-001-syllabus\/\">\n    <span class=\"block-major-link__content\">Syllabus<\/span>\n        \n    \n    \n        <span id=\"\" class=\"block-major-link__arrow right-arrow icon n_text-red n_fill-red n_br0  n_s2 \" aria-hidden=\"true\">\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"n_mw-100 n_w-100 n_h-100\" viewBox=\"0 0 32 32\"   ><path d=\"M16.438 9.563l-0.625 0.625 5.563 5.563h-13.375v0.875h13.375l-5.563 5.563 0.625 0.625 6.625-6.625z\"><\/path><\/svg><\/span>\n<\/a>\n\r\n\r\n<a class=\"block-major-link n_text-red n_flex n_flex-row n_f2 n_justify-start \" href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/courses\/ise-589-or-591\/ise-589-or-591-references\/\">\n    <span class=\"block-major-link__content\">References<\/span>\n        \n    \n    \n        <span id=\"\" class=\"block-major-link__arrow right-arrow icon n_text-red n_fill-red n_br0  n_s2 \" aria-hidden=\"true\">\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"n_mw-100 n_w-100 n_h-100\" viewBox=\"0 0 32 32\"   ><path d=\"M16.438 9.563l-0.625 0.625 5.563 5.563h-13.375v0.875h13.375l-5.563 5.563 0.625 0.625 6.625-6.625z\"><\/path><\/svg><\/span>\n<\/a>\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\">Lecture Notes<\/h3>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/01\/589-591-Lecture-0-2026.pdf\">Lecture 0<\/a> |&nbsp; <a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/01\/589-591-Lecture-1-2026.pdf\">Lecture 1<\/a> |&nbsp; <a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/01\/589-591-Lecture-2-2026S.pdf\">Lecture 2<\/a><\/p>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/01\/589-591-Lecture-3-2026S.pdf\">Lecture 3<\/a> |&nbsp; <a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/01\/589-591-Lecture-4-revised.pdf\" data-type=\"link\" data-id=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/01\/589-591-Lecture-4-revised.pdf\">Lecture 4<\/a> |&nbsp; <a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/02\/589-591-Lecture-5-revised.pdf\" data-type=\"link\" data-id=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/02\/589-591-Lecture-5-revised.pdf\">Lecture 5<\/a><\/p>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/03\/589-591-Lecture-6-ANN.pdf\">Lecture 6<\/a> |&nbsp; <a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/04\/589-591-Lecture-7-CNN-Final.pdf\">Lecture 7<\/a> | <a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/04\/supplemental-lecture_0409.pdf\">Supplemental Lecture<\/a><\/p>\r\n\r\n\r\n\r\n<div class=\"wp-block-spacer\" style=\"height: 20px\" aria-hidden=\"true\">&nbsp;<\/div>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\">Supplemental Materials<\/h3>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/01\/siam-news_optimization-in-ML-AI.pdf\" data-type=\"link\" data-id=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/01\/siam-news_optimization-in-ML-AI.pdf\">Optimization in Machine Learning and Data Science<\/a><\/li>\r\n\r\n\r\n\r\n<li><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/01\/Support_Vector_Machine_and_Kernel_Methods.pdf\" data-type=\"link\" data-id=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/01\/Support_Vector_Machine_and_Kernel_Methods.pdf\">Support Vector Machines and Kernel Methods<\/a><\/li>\r\n\r\n\r\n\r\n<li><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/01\/Galton-Pearson-and-the-Peas-A-Brief-History-of-Linear-Regression-for-Statistics-Instructors.pdf\" data-type=\"link\" data-id=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/01\/Galton-Pearson-and-the-Peas-A-Brief-History-of-Linear-Regression-for-Statistics-Instructors.pdf\">Galton, Pearson, and the Peas: A Brief History of Linear Regression for Statistics Instructors<\/a><\/li>\r\n\r\n\r\n\r\n<li><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/04\/PPT_for_ML_experiment_design.pdf\">Designing Effective Machine Learning Experiments<\/a><\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<div class=\"wp-block-spacer\" style=\"height: 20px\" aria-hidden=\"true\">&nbsp;<\/div>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\">Homework Assignments<\/h3>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/01\/HW1_S26.pdf\">Assignment #1<\/a> (Due: 11:45 A.M. 01\/27\/2026)&nbsp;<\/p>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/01\/HW2_S26.pdf\">Assignment #2<\/a> (Due: 11:45 A.M. 02\/10\/2026) <a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/01\/data.zip\">HW2data.zip<\/a><\/p>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/02\/HW3_S26.pdf\">Assignment #3<\/a> (Due: 11:45 A.M. 02\/26\/2026) <a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/02\/HW3_dataset.zip\">HW3data.zip<\/a><\/p>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/03\/HW4_S26.pdf\">Assignment #4<\/a> (Due: 11:45 A.M. 03\/26\/2026) <a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/02\/HW4-data.zip\">HW4data.zip<\/a><\/p>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/03\/HW5_S26.pdf\">Assignment #5<\/a> (Due: 11:45 A.M. 04\/07\/2026)<\/p>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/03\/HW6_S26.pdf\">Assignment #6<\/a> (Due 11:45 A.M. 04\/21\/2026)&nbsp;<\/p>\r\n\r\n\r\n\r\n<div class=\"wp-block-spacer\" style=\"height: 20px\" aria-hidden=\"true\">&nbsp;<\/div>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\">Hand-on Exercises<\/h3>\r\n\r\n\r\n\r\n<ul>\r\n<li>Exercise I:&nbsp;\r\n<ul>\r\n<li><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/02\/EX1_S26.pdf\">Exercise description<\/a><\/li>\r\n<li><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/01\/exercise1.zip\">Dataset<\/a><\/li>\r\n<li>Due: 1:00 P.M. 02\/19\/2026<\/li>\r\n<\/ul>\r\n<\/li>\r\n<li>Exercise II:&nbsp;\r\n<ul>\r\n<li><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/02\/EX2_S26.pdf\">Exercise description<\/a><\/li>\r\n<li><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/02\/EX2dataset.zip\">Dataset<\/a><\/li>\r\n<li>Due: 1:00 P.M. 03\/12\/2026<\/li>\r\n<\/ul>\r\n<\/li>\r\n<li>Exercise III:&nbsp;\r\n<ul>\r\n<li><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/03\/EX3_S26.pdf\">Exercise description<\/a><\/li>\r\n<li><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/03\/EX3_data.zip\">Dataset<\/a><\/li>\r\n<li>Due: 1:00 P.M. 04\/02\/2026<\/li>\r\n<\/ul>\r\n<\/li>\r\n<li>Exercise IV:&nbsp;\r\n<ul>\r\n<li><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2026\/03\/EX4_S26.pdf\">Exercise description<\/a><\/li>\r\n<li><a href=\"https:\/\/ise.ncsu.edu\/fuzzy-neural\/wp-content\/uploads\/sites\/9\/2025\/04\/data-ex4-s25.zip\">Dataset<\/a><\/li>\r\n<li>Due: 1:00 P.M. 04\/30\/2026<\/li>\r\n<\/ul>\r\n<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">&nbsp;<\/div><\/div>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\">Course Grades<\/h3>\r\n\r\n\r\n\r\n\r\n\r\n<div class=\"wp-block-spacer\" style=\"height: 20px\" aria-hidden=\"true\">&nbsp;<\/div>\r\n\r\n\r\n","protected":false},"excerpt":{"rendered":"<p>ISE 589-012 \/ OR 591-001: Introduction to Optimization and Machine Learning for Systems Analytics Lecture Notes Lecture 0 |&nbsp; Lecture 1 |&nbsp; Lecture 2 Lecture&#8230;<\/p>\n","protected":false},"author":968,"featured_media":0,"parent":2016,"menu_order":5,"comment_status":"closed","ping_status":"closed","template":"page-landing.php","meta":{"_acf_changed":false,"ngg_post_thumbnail":0,"footnotes":""},"class_list":["post-4286","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>ISE 589\/ OR 591: 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