{"id":44184,"date":"2025-09-02T19:31:16","date_gmt":"2025-09-02T11:31:16","guid":{"rendered":"https:\/\/erp.mgt.ncu.edu.tw\/?p=44184"},"modified":"2025-12-24T11:24:58","modified_gmt":"2025-12-24T03:24:58","slug":"enterprise-generative-ai-course","status":"publish","type":"post","link":"https:\/\/erp.mgt.ncu.edu.tw\/en\/enterprise-generative-ai-course\/","title":{"rendered":"Enterprise Generative AI Course"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"44184\" class=\"elementor elementor-44184\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-18e6855 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"18e6855\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-815cbe5\" data-id=\"815cbe5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-388b630 border elementor-widget elementor-widget-heading\" data-id=\"388b630\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Course Introduction<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-5b67b3c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5b67b3c\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-860963c\" data-id=\"860963c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ec37c46 elementor-widget elementor-widget-image\" data-id=\"ec37c46\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img width=\"300\" height=\"300\" src=\"https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2025\/09\/Generative-AI-Logo.png\" class=\"attachment-full size-full\" alt=\"Generative AI Logo\" loading=\"lazy\" srcset=\"https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2025\/09\/Generative-AI-Logo.png 300w, https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2025\/09\/Generative-AI-Logo-150x150.png 150w, https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2025\/09\/Generative-AI-Logo-12x12.png 12w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-c105f15\" data-id=\"c105f15\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d4c8a3f elementor-widget elementor-widget-text-editor\" data-id=\"d4c8a3f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u5b8c\u6210\u672c\u8ab2\u7a0b\u5f8c\uff0c\u5b78\u54e1\u9810\u671f\u80fd\u5920\uff1a<\/p><ul><li>\u7cfb\u7d71\u6027\u7406\u89e3 Transformer \u8207 LLM \u7684\u6838\u5fc3\u67b6\u69cb\u3002<\/li><li>\u4f7f\u7528 Hugging Face Transformers \u5efa\u7acb\u4efb\u52d9\u5c0e\u5411\u4e4b NLP \/ LLM Pipeline\u3002<\/li><li>\u8a8d\u8b58 Seq2Seq \/ Decoder\u3001\u591a\u6a21\u614b LLM \u53ca\u5176\u5728\u4f01\u696d\u61c9\u7528\u5834\u666f\u4e2d\u7684\u53ef\u80fd\u6027\u3002<\/li><li>\u521d\u6b65\u638c\u63e1 LLM \u63a8\u8ad6\u8207\u90e8\u7f72\u7b56\u7565\uff0c\u53ef\u8a55\u4f30\u5728\u4f01\u696d\u74b0\u5883\u4e2d\u7684\u5c0e\u5165\u65b9\u5f0f\u3002<\/li><li>\u4f7f\u7528 Orchestration \/ Agentics \u5de5\u5177\u6574\u5408 LLM \u8207\u65e2\u6709\u7cfb\u7d71\u8207\u8cc7\u6599\u6e90\u3002<\/li><li>\u5b8c\u6210 DLI \u8a8d\u8b49\u6240\u9700\u4e4b\u6700\u7d42\u5be6\u4f5c\u4efb\u52d9\u4e26\u53d6\u5f97\u5b98\u65b9\u7d50\u696d\u8b49\u66f8\u3002<\/li><\/ul>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-08d3723 sign-up\" data-id=\"08d3723\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-eef8ba5 elementor-view-framed elementor-vertical-align-middle elementor-shape-circle elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"eef8ba5\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a class=\"elementor-icon elementor-animation-grow\" href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/corporate-training\/\" target=\"_blank\" title=\"\u4f01\u696d\u5305\u73ed(\u958b\u65b0\u8996\u7a97)\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-long-arrow-alt-right\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t<a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/corporate-training\/\" target=\"_blank\" title=\"\u4f01\u696d\u5305\u73ed(\u958b\u65b0\u8996\u7a97)\" >\n\t\t\t\t\t\tCorporate Training\t\t\t\t\t<\/a>\n\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-e880ac5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e880ac5\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-020eda4\" data-id=\"020eda4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8e5914c elementor-widget elementor-widget-toggle\" data-id=\"8e5914c\" data-element_type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-toggle\" role=\"tablist\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1491\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"tab\" aria-controls=\"elementor-tab-content-1491\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">\u8ab2\u7a0b\u5c0d\u8c61<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1491\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1491\"><p>\u672c\u8ab2\u7a0b\u70ba Instructor-Led \u4f01\u696d\u5c08\u73ed\uff0c\u9069\u5408\u5df2\u5177 AI \/ ML \/ Python \/ LLM \u76f8\u95dc\u57fa\u790e\u4e4b\u6280\u8853\u4eba\u54e1\uff0c\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u7814\u767c\u5de5\u7a0b\u5e2b\u3001\u8cc7\u6599\u79d1\u5b78\u5bb6\u3001\u6a5f\u5668\u5b78\u7fd2\u5de5\u7a0b\u5e2b\u3002<\/li>\n<li>\u5177\u5099\u57fa\u790e Python \u8207\u6df1\u5ea6\u5b78\u7fd2\u7d93\u9a57\u7684 IT \/ \u7cfb\u7d71\u5de5\u7a0b\u5e2b\u3002<\/li>\n<li>\u5e0c\u671b\u5feb\u901f\u638c\u63e1 LLM \u5be6\u4f5c\u4e26\u53d6\u5f97 NVIDIA DLI \u8a8d\u8b49\u4e4b\u5718\u968a\u6210\u54e1\u3002<\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1492\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"tab\" aria-controls=\"elementor-tab-content-1492\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">Course Outline<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1492\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1492\"><ul><li>Course Introduction\uff0830 \u5206\u9418\uff09<br \/><ul><li>Workshop \u4e3b\u984c\u8207\u5b78\u7fd2\u76ee\u6a19<\/li><li>HuggingFace \u8207 Transformers \u5957\u4ef6\u4ecb\u7d39<\/li><li>LLM \u5982\u4f55\u63d0\u5347\u4f01\u696d\u61c9\u7528\uff08ERP\u3001CRM\u3001\u5ba2\u670d\u3001\u77e5\u8b58\u7ba1\u7406\u7b49\uff09<\/li><\/ul><\/li><li>Transformers and LLMs\uff0860 \u5206\u9418\uff09<br \/><ul><li>\u5f9e\u6df1\u5ea6\u5b78\u7fd2\u57fa\u672c\u539f\u7406\u51fa\u767c\u4ecb\u7d39 Transformer \u67b6\u69cb<\/li><li>Tokenizer\u3001Embedding\u3001Self-Attention \u7684\u904b\u4f5c\u65b9\u5f0f<\/li><li>LLM \u7684\u8f38\u5165\u3001\u8655\u7406\u8207\u8f38\u51fa\u6d41\u7a0b<\/li><\/ul><\/li><li>Task-Specific Pipelines\uff0830 \u5206\u9418\uff09<br \/><ul><li>Encoder \u6a21\u578b\u5728\u60c5\u7dd2\u5206\u6790\u3001\u5206\u985e\u3001\u5b50\u96c6\u5408\u7be9\u9078\u3001\u96f6\u6a23\u672c\u9810\u6e2c\u4e2d\u7684\u61c9\u7528<\/li><li>\u5efa\u7acb\u4efb\u52d9\u5c0e\u5411\u4e4b Pipeline \u4ee5\u5feb\u901f\u9a57\u8b49\u4f01\u696d\u5834\u666f<\/li><\/ul><\/li><li>Seq2Seq with Decoders\uff0860 \u5206\u9418\uff09<br \/><ul><li>GPT \u985e Decoder \u6a21\u578b\u8207\u81ea\u56de\u6b78\u6587\u672c\u751f\u6210<\/li><li>Encoder-Decoder \u67b6\u69cb\u5728\u6a5f\u5668\u7ffb\u8b6f\u3001\u6458\u8981\u8207 few-shot \u4efb\u52d9\u4e0a\u7684\u61c9\u7528<\/li><\/ul><\/li><li>Lunch Break\uff0860 \u5206\u9418\uff09<\/li><li>Multimodal Architectures\uff0860 \u5206\u9418\uff09<br \/><ul><li>\u591a\u6a21\u614b\u67b6\u69cb\uff1a\u6574\u5408\u6587\u5b57\u3001\u5716\u7247\u3001\u97f3\u8a0a<\/li><li>CLIP\u3001\u591a\u6a21\u614b\u554f\u7b54\u3001Diffusion \u6587\u5b57\u751f\u5716\u7b49\u61c9\u7528\u6982\u5ff5<\/li><\/ul><\/li><li>Scaling Text Generation\uff0860 \u5206\u9418\uff09<br \/><ul><li>LLM \u63a8\u8ad6\u6548\u80fd\u8207\u8cc7\u6e90\u6d88\u8017\u554f\u984c<\/li><li>On-premise\u3001\u96f2\u7aef\u8207\u6df7\u5408\u67b6\u69cb\u7684\u90e8\u7f72\u7b56\u7565\u6982\u89c0<\/li><\/ul><\/li><li>Orchestration and Agentics\uff0860 \u5206\u9418\uff09<br \/><ul><li>LangChain \u8207 agentic workflows \u4ecb\u7d39<\/li><li>\u5de5\u5177\u547c\u53eb\uff08tool-calling\uff09\u8207\u4f01\u696d\u8cc7\u6599\uff0f\u7cfb\u7d71\u6574\u5408\u793a\u4f8b<\/li><\/ul><\/li><li>Final Assessment &amp; Review\uff0845 + 15 \u5206\u9418\uff09<br \/><ul><li>\u5efa\u7acb\u4e00\u500b\u6574\u5408\u6587\u672c\u751f\u6210\u3001\u591a\u6a21\u614b\u8207 agentic orchestration \u7684 LLM \u61c9\u7528<\/li><li>\u8ab2\u7a0b\u91cd\u9ede\u56de\u9867\u8207 Q&amp;A\uff0c\u5b8c\u6210 DLI \u8a55\u91cf\u8207\u554f\u5377\uff0c\u53d6\u5f97 DLI \u8b49\u66f8<\/li><\/ul><\/li><\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1493\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"tab\" aria-controls=\"elementor-tab-content-1493\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">\u8ab2\u7a0b\u6642\u6578<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1493\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1493\"><p><span style=\"padding-left: 20px;\">\u4e00\u5929\u8ab2\u7a0b(\u51717\u5c0f\u6642)\u3002<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1494\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"tab\" aria-controls=\"elementor-tab-content-1494\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">\u8ab2\u7a0b\u8cbb\u7528<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1494\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1494\"><p><span style=\"padding-left: 20px;\">\u672c\u8ab2\u7a0b\u9700\u4f9d\u5be6\u969b\u4eba\u6578\u652f\u4ed8 NVIDIA \u96f2\u7aef GPU \/ DLI \u5e73\u53f0\u4f7f\u7528\u8cbb\uff08\u5efa\u8b70 20 \u4eba\u4ee5\u4e0a\u6210\u73ed\uff09\uff0c\u8cbb\u7528\u5c07\u4f75\u5165\u6574\u9ad4\u4f01\u696d\u8a13\u7df4\u5831\u50f9\u3002<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1495\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"tab\" aria-controls=\"elementor-tab-content-1495\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"\" class=\"elementor-toggle-title\">\u8ab2\u7a0b\u8aee\u8a62<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1495\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1495\"><span style=\"padding-left: 20px;\">\u8acb\u6d3d\u9673\u5148\u751f <i class=\"fa fa-phone\" aria-hidden=\"true\"><\/i><a href=\"tel:034227151\"> 03-422-7151#66602\u00a0<\/a>\u6216\u4f86\u4fe1 <i class=\"fa fa-envelope\" aria-hidden=\"true\"><\/i> <a href=\"mailto:ncu_erp5@mgt.ncu.edu.tw\"><u>ncu_erp5@mgt.ncu.edu.tw<\/u><\/a><\/span><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-f09330f\" data-id=\"f09330f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-76acc4a elementor-widget elementor-widget-wp-widget-ocean_recent_posts\" data-id=\"76acc4a\" data-element_type=\"widget\" data-widget_type=\"wp-widget-ocean_recent_posts.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5>Related Courses<\/h5>\r\n\t\t\t\t<ul class=\"oceanwp-recent-posts clr\">\r\n\r\n\t\t\t\t\t\r\n\t\t\t\t\t\t\t<li class=\"clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/generative-ai-course\/\" title=\"Generative AI Course\" class=\"recent-posts-thumbnail\">\r\n\t\t\t\t\t\t\t\t\t\t<img width=\"150\" height=\"150\" src=\"https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2022\/02\/big-data-course_bg-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-post-image\" alt=\"\u751f\u6210\u5f0fAI\u8207\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u61c9\u7528\u73ed\uff1aPython\u00d7NVIDIA DLI\u8a8d\u8b49\" loading=\"lazy\" itemprop=\"image\" \/>\r\n\t\t\t\t\t\t\t\t\t\t<span class=\"overlay\"><\/span>\r\n\t\t\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t<div class=\"recent-posts-details clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-details-inner clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/generative-ai-course\/\" class=\"recent-posts-title\">Generative AI Course<\/a>\r\n\r\n\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-info clr\">\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-date\">2026.01.07<span class=\"sep\">\/<\/span><\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-comments\"><a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/generative-ai-course\/#respond\">0 Comments<\/a><\/div>\r\n\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<\/li>\r\n\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t<li class=\"clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/machine-learning-course\/\" title=\"Machine Learning Course\" class=\"recent-posts-thumbnail\">\r\n\t\t\t\t\t\t\t\t\t\t<img width=\"150\" height=\"150\" src=\"https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2022\/02\/big-data-course_bg-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-post-image\" alt=\"\u6a5f\u5668\u5b78\u7fd2\u61c9\u7528\u73ed\" loading=\"lazy\" itemprop=\"image\" \/>\r\n\t\t\t\t\t\t\t\t\t\t<span class=\"overlay\"><\/span>\r\n\t\t\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t<div class=\"recent-posts-details clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-details-inner clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/machine-learning-course\/\" class=\"recent-posts-title\">Machine Learning Course<\/a>\r\n\r\n\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-info clr\">\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-date\">2026.01.02<span class=\"sep\">\/<\/span><\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-comments\"><a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/machine-learning-course\/#respond\">0 Comments<\/a><\/div>\r\n\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<\/li>\r\n\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t<li class=\"clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/ai-skills-course\/\" title=\"AI Skills Course\" class=\"recent-posts-thumbnail\">\r\n\t\t\t\t\t\t\t\t\t\t<img width=\"150\" height=\"150\" src=\"https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2022\/02\/big-data-course_bg-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-post-image\" alt=\"AI\u8077\u5834\u5be6\u4f5c\u73ed\uff1a\u8b93AI\u6210\u70ba\u4f60\u7684\u91d1\u724c\u7279\u52a9\" loading=\"lazy\" itemprop=\"image\" \/>\r\n\t\t\t\t\t\t\t\t\t\t<span class=\"overlay\"><\/span>\r\n\t\t\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t<div class=\"recent-posts-details clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-details-inner clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/ai-skills-course\/\" class=\"recent-posts-title\">AI Skills Course<\/a>\r\n\r\n\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-info clr\">\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-date\">2026.01.01<span class=\"sep\">\/<\/span><\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-comments\"><a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/ai-skills-course\/#respond\">0 Comments<\/a><\/div>\r\n\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<\/li>\r\n\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t<li class=\"clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/enterprise-generative-ai-course\/\" title=\"Enterprise Generative AI Course\" class=\"recent-posts-thumbnail\">\r\n\t\t\t\t\t\t\t\t\t\t<img width=\"150\" height=\"150\" src=\"https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2022\/02\/big-data-course_bg-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-post-image\" alt=\"\u4f01\u696d\u7d1a\u751f\u6210\u5f0fAI\u8207\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u61c9\u7528\u73ed\" loading=\"lazy\" itemprop=\"image\" \/>\r\n\t\t\t\t\t\t\t\t\t\t<span class=\"overlay\"><\/span>\r\n\t\t\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t<div class=\"recent-posts-details clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-details-inner clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/enterprise-generative-ai-course\/\" class=\"recent-posts-title\">Enterprise Generative AI Course<\/a>\r\n\r\n\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-info clr\">\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-date\">2025.09.02<span class=\"sep\">\/<\/span><\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-comments\"><a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/enterprise-generative-ai-course\/#respond\">0 Comments<\/a><\/div>\r\n\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<\/li>\r\n\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t<li class=\"clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/n8n-course\/\" title=\"n8n Automate Course\" class=\"recent-posts-thumbnail\">\r\n\t\t\t\t\t\t\t\t\t\t<img width=\"150\" height=\"150\" src=\"https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2022\/02\/big-data-course_bg-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-post-image\" alt=\"n8n\u81ea\u52d5\u5316\u5be6\u4f5c\u73ed\uff1a\u6253\u9020\u4f60\u768424\u5c0f\u6642\u667a\u6167\u5925\u4f34\" loading=\"lazy\" itemprop=\"image\" \/>\r\n\t\t\t\t\t\t\t\t\t\t<span class=\"overlay\"><\/span>\r\n\t\t\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t<div class=\"recent-posts-details clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-details-inner clr\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/n8n-course\/\" class=\"recent-posts-title\">n8n Automate Course<\/a>\r\n\r\n\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-info clr\">\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-date\">2025.08.23<span class=\"sep\">\/<\/span><\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"recent-posts-comments\"><a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/n8n-course\/#respond\">0 Comments<\/a><\/div>\r\n\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<\/li>\r\n\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\r\n\t\t\t\t<\/ul>\r\n\r\n\t\t\t\t\r\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>\u8ab2\u7a0b\u4ecb\u7d39 \u5b8c\u6210\u672c\u8ab2\u7a0b\u5f8c\uff0c\u5b78\u54e1\u9810\u671f\u80fd\u5920\uff1a \u7cfb\u7d71\u6027\u7406\u89e3 Transformer \u8207 LLM \u7684\u6838\u5fc3\u67b6\u69cb\u3002 \u4f7f\u7528 H [&hellip;]<\/p>","protected":false},"author":1,"featured_media":26949,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":[],"categories":[273,275],"tags":[],"_links":{"self":[{"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/posts\/44184"}],"collection":[{"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/comments?post=44184"}],"version-history":[{"count":17,"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/posts\/44184\/revisions"}],"predecessor-version":[{"id":44236,"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/posts\/44184\/revisions\/44236"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/media\/26949"}],"wp:attachment":[{"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/media?parent=44184"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/categories?post=44184"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/tags?post=44184"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}