{"id":7945,"date":"2022-12-27T10:47:02","date_gmt":"2022-12-27T02:47:02","guid":{"rendered":"https:\/\/mpicbd.cycu.edu.tw\/%e8%aa%b2%e7%a8%8b%e8%b3%87%e8%a8%8a__trashed\/%e7%a2%a9%e5%a3%ab%e7%8f%ad\/"},"modified":"2025-10-31T11:16:54","modified_gmt":"2025-10-31T03:16:54","slug":"mpprogram","status":"publish","type":"page","link":"https:\/\/mpicbd.cycu.edu.tw\/en\/course\/mpprogram\/","title":{"rendered":"Master Program in Intelligent Computing and Big Data"},"content":{"rendered":"\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-55509tr-d824515c36ed116454f63880efb2a1ad\">\n.avia-section.av-55509tr-d824515c36ed116454f63880efb2a1ad{\nbackground-color:#000000;\nbackground-repeat:no-repeat;\nbackground-image:url(https:\/\/mpicbd.cycu.edu.tw\/wp-content\/uploads\/2022\/12\/back.jpg), linear-gradient( to bottom, #000000, #ffffff );\nbackground-position:50% 50%;\nbackground-attachment:scroll;\n}\n.avia-section.av-55509tr-d824515c36ed116454f63880efb2a1ad .av-section-color-overlay{\nopacity:0.2;\nbackground-color:#345268;\nbackground-image:url(https:\/\/mpicbd.cycu.edu.tw\/wp-content\/themes\/enfold\/images\/background-images\/dots-for-light-background.png);\nbackground-repeat:repeat;\n}\n<\/style>\n<div id='av_section_1'  class='avia-section av-55509tr-d824515c36ed116454f63880efb2a1ad main_color avia-section-no-padding avia-no-border-styling  avia-builder-el-0  el_before_av_section  avia-builder-el-first  banner avia-full-stretch avia-bg-style-scroll av-section-color-overlay-active  av-minimum-height av-minimum-height-custom  container_wrap sidebar_right'  data-section-bg-repeat='stretch'><div class='av-section-color-overlay-wrap'><div class=\"av-section-color-overlay\"><\/div><div class='container av-section-cont-open' style='height:350px'><main  role=\"main\" itemprop=\"mainContentOfPage\"  class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-7945'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-52v3vun-25174956ceb404d5d2d8357532be1487\">\n#top .flex_column.av-52v3vun-25174956ceb404d5d2d8357532be1487{\nmargin-bottom:-120px;\n}\n.flex_column.av-52v3vun-25174956ceb404d5d2d8357532be1487{\npadding:30px 30px 30px 30px;\nbackground-color:rgba(0,107,142,0.7);\nbackground:linear-gradient( to right, rgba(0,107,142,0.7), rgba(56,90,112,0.01), rgba(255,255,255,0.01) );\n}\n.responsive #top #wrap_all .flex_column.av-52v3vun-25174956ceb404d5d2d8357532be1487{\nmargin-bottom:-120px;\n}\n<\/style>\n<div class='flex_column av-52v3vun-25174956ceb404d5d2d8357532be1487 av_one_full  avia-builder-el-1  avia-builder-el-no-sibling  blur bannerbox first flex_column_div '   ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-50hmoj3-906216586843a6df9539127ceaa49fee\">\n#top .avia-icon-list-container.av-50hmoj3-906216586843a6df9539127ceaa49fee .iconlist_icon{\ncolor:#ffffff;\n}\n#top #wrap_all .avia-icon-list-container.av-50hmoj3-906216586843a6df9539127ceaa49fee .av_iconlist_title{\ncolor:#ffffff;\n}\n.avia-icon-list-container.av-50hmoj3-906216586843a6df9539127ceaa49fee .iconlist_content{\ncolor:#e5e5e5;\n}\n<\/style>\n<div  class='avia-icon-list-container av-50hmoj3-906216586843a6df9539127ceaa49fee  avia-builder-el-2  el_before_av_heading  avia-builder-el-first  '><ul class='avia-icon-list avia_animate_when_almost_visible avia-icon-list-left av-iconlist-small av-50hmoj3-906216586843a6df9539127ceaa49fee avia-iconlist-animate'>\n<li><div class='iconlist_icon av-4zyro33-d7cb85d462900e4974ffa82491d58bdd avia-font-entypo-fontello'><span class='iconlist-char ' aria-hidden='true' data-av_icon='\ue8ad' data-av_iconfont='entypo-fontello'><\/span><\/div><article class=\"article-icon-entry av-iconlist-empty\"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='iconlist_content_wrap'><header class=\"entry-content-header\"><div class='av_iconlist_title iconlist_title_small  av_inherit_color '  itemprop=\"headline\" >Course Information<\/div><\/header><div class='iconlist_content av_inherit_color '  itemprop=\"text\" ><\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class='iconlist-timeline'><\/div><\/li>\n<\/ul><\/div><br \/>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-4y12o0f-f076e31e378a5228aab859b897a144aa\">\n#top .av-special-heading.av-4y12o0f-f076e31e378a5228aab859b897a144aa{\nmargin:-20px 0px 0px 20px;\npadding-bottom:0px;\ncolor:#ffffff;\nfont-size:34px;\n}\n.av-special-heading.av-4y12o0f-f076e31e378a5228aab859b897a144aa .special-heading-inner-border{\nborder-color:#ffffff;\n}\n<\/style>\n<div  class='av-special-heading av-4y12o0f-f076e31e378a5228aab859b897a144aa av-special-heading-h1 custom-color-heading blockquote modern-quote  avia-builder-el-3  el_after_av_iconlist  el_before_av_codeblock  av-inherit-size '><h1 class='av-special-heading-tag '  itemprop=\"headline\"  >Master Program in Intelligent Computing and Big Data<\/h1><div class='special-heading-border'><div class='special-heading-inner-border'><\/div><\/div><\/div><br \/>\n<\/p><\/div>\n\n<\/div><\/div><\/main><!-- close content main element --><\/div><\/div><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-4wm8odr-c9b78a229b6a1360eb417b6a7e711e69\">\n.avia-section.av-4wm8odr-c9b78a229b6a1360eb417b6a7e711e69 .av-section-color-overlay{\nopacity:0.1;\nbackground-color:#ffffff;\nbackground-image:url(https:\/\/icqi.cycu.edu.tw\/wp-content\/uploads\/2022\/12\/elem4.jpg);\nbackground-repeat:repeat;\n}\n<\/style>\n<div id='av_section_2'  class='avia-section av-4wm8odr-c9b78a229b6a1360eb417b6a7e711e69 alternate_color avia-section-default avia-no-border-styling  avia-builder-el-5  el_after_av_section  el_before_av_section  avia-bg-style-scroll av-section-color-overlay-active  container_wrap sidebar_right'  ><div class='av-section-color-overlay-wrap'><div class=\"av-section-color-overlay\"><\/div><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-7945'><div class='entry-content-wrapper clearfix'>\n<div class='flex_column av-4ubd4z3-a2c5b75fc7ba96c589811ed558121fa0 av_one_full  avia-builder-el-6  el_before_av_one_full  avia-builder-el-first  first flex_column_div '   ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-4tf9nr3-781509b65f2dff0e294af6b65326023f\">\n#top .av-special-heading.av-4tf9nr3-781509b65f2dff0e294af6b65326023f{\npadding-bottom:10px;\n}\n<\/style>\n<div  class='av-special-heading av-4tf9nr3-781509b65f2dff0e294af6b65326023f av-special-heading-h2 blockquote modern-quote modern-centered  avia-builder-el-7  el_before_av_textblock  avia-builder-el-first  '><h2 class='av-special-heading-tag '  itemprop=\"headline\"  >Master Program in Intelligent Computing and Big Data Course Information<\/h2><div class='special-heading-border'><div class='special-heading-inner-border'><\/div><\/div><\/div><br \/>\n<section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock  '   itemprop=\"text\" ><p>The required credits for graduation from this Master\u2019s degree program are 34 credits. The university-mandated required courses account for 8 credits, the graduate general elective accounts for 2 credits, and the minimum total credits required for graduation from this program are 34 credits. The detailed course planning is as follows.<\/p>\n<\/div><\/section><\/p><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-us6mb3-a7cb559d77d558d89c5b4ed6b3aad17d\">\n#top .flex_column.av-us6mb3-a7cb559d77d558d89c5b4ed6b3aad17d{\nmargin-top:20px;\nmargin-bottom:10px;\n}\n.responsive #top #wrap_all .flex_column.av-us6mb3-a7cb559d77d558d89c5b4ed6b3aad17d{\nmargin-top:20px;\nmargin-bottom:10px;\n}\n<\/style>\n<div class='flex_column av-us6mb3-a7cb559d77d558d89c5b4ed6b3aad17d av_one_full  avia-builder-el-9  el_after_av_one_full  avia-builder-el-last  first flex_column_div column-top-margin'   ><div class='avia-data-table-wrap av-3khdhmn-5958a2db7ff57a640e46f9253081c74a avia_responsive_table avia-table-1 '><table  class='avia-table avia-data-table avia_pricing_default  avia-builder-el-10  avia-builder-el-no-sibling '  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Table\" ><tbody><tr class='avia-heading-row'><th class='avia-center-col'>Mandatory \/ Elective<\/th><th class='avia-center-col'>Subject<\/th><th class='avia-center-col'>Credit<\/th><\/tr><tr class=''><td class='avia-center-col'>Mandatory<\/td><td class='avia-center-col'>Seminar<\/td><td class='avia-center-col'>2<\/td><\/tr><tr class=''><td class='avia-center-col'>Mandatory<\/td><td class='avia-center-col'>Thesis<\/td><td class='avia-center-col'>6<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>General Education for Graduate students <\/td><td class='avia-center-col'>2<\/td><\/tr><\/tbody><\/table><\/div><style type='text\/css'>.avia-table-1 td:nth-of-type(1):before { content: 'Mandatory \/ Elective'; } .avia-table-1 td:nth-of-type(2):before { content: 'Subject'; } .avia-table-1 td:nth-of-type(3):before { content: 'Credit'; } <\/style><\/div>\n\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div><\/div><div id='av_section_3'  class='avia-section av-lc7175de-7a89b76e66687e5f29f05c5d1fc50526 main_color avia-section-default avia-no-border-styling  avia-builder-el-11  el_after_av_section  avia-builder-el-last  avia-bg-style-scroll  container_wrap sidebar_right'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-7945'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-3fx4f9b-ee30612b5b591510df8b6f7705c3f2b3\">\n.flex_column.av-3fx4f9b-ee30612b5b591510df8b6f7705c3f2b3{\npadding:30px 30px 30px 30px;\nbackground-color:#ffd456;\n}\n<\/style>\n<div class='flex_column av-3fx4f9b-ee30612b5b591510df8b6f7705c3f2b3 av_one_full  avia-builder-el-12  el_before_av_one_half  avia-builder-el-first  first flex_column_div '   ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-3e9tnen-df01aa56b59bf2d09371612619177e6d\">\n#top .av-special-heading.av-3e9tnen-df01aa56b59bf2d09371612619177e6d{\npadding-bottom:10px;\n}\n<\/style>\n<div  class='av-special-heading av-3e9tnen-df01aa56b59bf2d09371612619177e6d av-special-heading-h3 blockquote modern-quote  avia-builder-el-13  el_before_av_table  avia-builder-el-first  '><h3 class='av-special-heading-tag '  itemprop=\"headline\"  >Elective Courses on AI<\/h3><div class='special-heading-border'><div class='special-heading-inner-border'><\/div><\/div><\/div><br \/>\n<div class='avia-data-table-wrap av-8dof2wv-3b9bd81adcd40ac29fe3b72604d45612 avia_responsive_table avia-table-2 '><table  class='avia-table avia-data-table avia_pricing_default  avia-builder-el-14  el_after_av_heading  avia-builder-el-last '  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Table\" ><tbody><tr class='avia-heading-row'><th class='avia-center-col'>Mandatory \/ Elective<\/th><th class='avia-center-col'>Subject<\/th><th class='avia-center-col'>Credit<\/th><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Computer Vision<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Practical Computer Vision and Cloud Computing<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Artificial Intelligence and Expert Systems<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Machine Learning &amp; Deep Learning<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>AI IoT<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Pattern Recognition &amp; Machine Learning<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Mobile Computing and Smart Technologies<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Practical Artificial Intelligence<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>AI Implementation Project<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Deep Learning and Circuit Implementation<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Introduction to Smart Electronics Application Design<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Creative Design Project for Smart Automobiles<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Pattern Recognition<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Digital Image Processing<\/td><td class='avia-center-col'>3<\/td><\/tr><\/tbody><\/table><\/div><style type='text\/css'>.avia-table-2 td:nth-of-type(1):before { content: 'Mandatory \/ Elective'; } .avia-table-2 td:nth-of-type(2):before { content: 'Subject'; } .avia-table-2 td:nth-of-type(3):before { content: 'Credit'; } <\/style><\/p><\/div><div class='flex_column_table av-33v0my7-385261010431239db5721e8f2ef31584 sc-av_one_half av-equal-height-column-flextable'>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-33v0my7-385261010431239db5721e8f2ef31584\">\n.flex_column.av-33v0my7-385261010431239db5721e8f2ef31584{\npadding:30px 30px 30px 30px;\nbackground-color:#4fbbcc;\n}\n<\/style>\n<div class='flex_column av-33v0my7-385261010431239db5721e8f2ef31584 av_one_half  avia-builder-el-15  el_after_av_one_full  el_before_av_one_half  first flex_column_table_cell av-equal-height-column av-align-top column-top-margin'   ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-31vdc0f-9c1821096b628a43c960de769d8bc48c\">\n#top .av-special-heading.av-31vdc0f-9c1821096b628a43c960de769d8bc48c{\npadding-bottom:10px;\ncolor:#ffffff;\n}\n.av-special-heading.av-31vdc0f-9c1821096b628a43c960de769d8bc48c .special-heading-inner-border{\nborder-color:#ffffff;\n}\n<\/style>\n<div  class='av-special-heading av-31vdc0f-9c1821096b628a43c960de769d8bc48c av-special-heading-h3 custom-color-heading blockquote modern-quote  avia-builder-el-16  el_before_av_table  avia-builder-el-first  '><h3 class='av-special-heading-tag '  itemprop=\"headline\"  >Elective Courses on Quantum<\/h3><div class='special-heading-border'><div class='special-heading-inner-border'><\/div><\/div><\/div><br \/>\n<div class='avia-data-table-wrap av-c7l9e7-c061bae1e98a954c189db10cfa6a1b92 avia_responsive_table avia-table-3 '><table  class='avia-table avia-data-table avia_pricing_default  avia-builder-el-17  el_after_av_heading  avia-builder-el-last '  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Table\" ><tbody><tr class='avia-heading-row'><th class='avia-center-col'>Mandatory \/ Elective<\/th><th class='avia-center-col'>Subject<\/th><th class='avia-center-col'>Credit<\/th><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Quantum Communication<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Quantum Mechanics(I)<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Quantum Mechanics(II)<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Quantum Computer<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Quantum Algorithms<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Introduction to Quantum Chemistry and Spectroscopy<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Classical\u2013Quantum Hybrid Algorithm<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Quantum Information and Computation<\/td><td class='avia-center-col'>3<\/td><\/tr><\/tbody><\/table><\/div><style type='text\/css'>.avia-table-3 td:nth-of-type(1):before { content: 'Mandatory \/ Elective'; } .avia-table-3 td:nth-of-type(2):before { content: 'Subject'; } .avia-table-3 td:nth-of-type(3):before { content: 'Credit'; } <\/style><\/p><\/div><div class='av-flex-placeholder'><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-2s4vvm7-27cd0928a94706bd15d5ee8b135fa5b1\">\n.flex_column.av-2s4vvm7-27cd0928a94706bd15d5ee8b135fa5b1{\npadding:30px 30px 30px 30px;\nbackground-color:#20738e;\nbackground:linear-gradient( to bottom right, #20738e, #385a70 );\n}\n<\/style>\n<div class='flex_column av-2s4vvm7-27cd0928a94706bd15d5ee8b135fa5b1 av_one_half  avia-builder-el-18  el_after_av_one_half  avia-builder-el-last  flex_column_table_cell av-equal-height-column av-align-top column-top-margin'   ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-2q7f0r3-f5f531ed9116c1d2d433e44d791d28fe\">\n#top .av-special-heading.av-2q7f0r3-f5f531ed9116c1d2d433e44d791d28fe{\npadding-bottom:10px;\ncolor:#ffffff;\n}\n.av-special-heading.av-2q7f0r3-f5f531ed9116c1d2d433e44d791d28fe .special-heading-inner-border{\nborder-color:#ffffff;\n}\n<\/style>\n<div  class='av-special-heading av-2q7f0r3-f5f531ed9116c1d2d433e44d791d28fe av-special-heading-h3 custom-color-heading blockquote modern-quote  avia-builder-el-19  el_before_av_table  avia-builder-el-first  '><h3 class='av-special-heading-tag '  itemprop=\"headline\"  >Elective Courses on Big Data<\/h3><div class='special-heading-border'><div class='special-heading-inner-border'><\/div><\/div><\/div><br \/>\n<div class='avia-data-table-wrap av-5l20hkf-4830afc688d75f30382783d059fac43b avia_responsive_table avia-table-4 '><table  class='avia-table avia-data-table avia_pricing_default  avia-builder-el-20  el_after_av_heading  avia-builder-el-last '  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Table\" ><tbody><tr class='avia-heading-row'><th class='avia-center-col'>Mandatory \/ Elective<\/th><th class='avia-center-col'>Subject<\/th><th class='avia-center-col'>Credit<\/th><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Fundamentals and Applications of Big Data<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Smart Data Technologies<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Semantic\u202fWeb and Open\u202fData<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Introduction to Cloud Computing<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Business Data\u2011Driven Marketing<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Manufacturing Information Systems<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Econometrics<\/td><td class='avia-center-col'>3<\/td><\/tr><tr class=''><td class='avia-center-col'>Elective<\/td><td class='avia-center-col'>Data\u202fOperations\/Command Center<\/td><td class='avia-center-col'>3<\/td><\/tr><\/tbody><\/table><\/div><style type='text\/css'>.avia-table-4 td:nth-of-type(1):before { content: 'Mandatory \/ Elective'; } .avia-table-4 td:nth-of-type(2):before { content: 'Subject'; } .avia-table-4 td:nth-of-type(3):before { content: 'Credit'; } <\/style><\/p><\/div><\/div><!--close column table wrapper. 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