{"id":44228,"date":"2026-01-07T09:00:49","date_gmt":"2026-01-07T01:00:49","guid":{"rendered":"https:\/\/erp.mgt.ncu.edu.tw\/?p=44228"},"modified":"2026-04-01T15:50:22","modified_gmt":"2026-04-01T07:50:22","slug":"generative-ai-course","status":"publish","type":"post","link":"https:\/\/erp.mgt.ncu.edu.tw\/en\/generative-ai-course\/","title":{"rendered":"Generative AI Course"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"44228\" class=\"elementor elementor-44228\">\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\u4f60\u9810\u671f\u80fd\u5920\uff1a<\/p>\n<ul>\n<li>\u4e86\u89e3\u751f\u6210\u5f0f AI \u8207\u5927\u578b\u8a9e\u8a00\u6a21\u578b(LLMs)\u7684\u57fa\u672c\u6982\u5ff5\u8207\u767c\u5c55\u8108\u7d61\u3002<\/li>\n<li>\u904b\u7528 Python \u57fa\u672c\u8a9e\u6cd5\u8207\u5e38\u7528\u5957\u4ef6\uff0c\u5728\u96f2\u7aef\u74b0\u5883\u4e2d\u9032\u884c\u8cc7\u6599\u8655\u7406\u8207 AI \u5be6\u4f5c\u3002<\/li>\n<li>\u80fd\u64cd\u4f5c Hugging Face Transformers\uff0c\u5efa\u7acb\u4efb\u52d9\u5c0e\u5411\u4e4b NLP \/ LLM \u5de5\u4f5c\u6d41\u7a0b\u3002<\/li>\n<li>\u8a8d\u8b58 Transformer\u3001Encoder \/ Decoder\u3001Seq2Seq\u3001\u591a\u6a21\u614b\u7b49\u95dc\u9375\u67b6\u69cb\u8207\u61c9\u7528\u3002<\/li>\n<li>\u5229\u7528 LangChain \u7b49 Orchestration \u5de5\u5177\u8a2d\u8a08\u7c21\u55ae\u7684 Agent \u8207\u5de5\u5177\u547c\u53eb\u6d41\u7a0b\u3002<\/li>\n<li>\u5b8c\u6210 NVIDIA DLI \u8a8d\u8b49\u8ab2\u7a0b\u4e4b\u671f\u672b\u5be6\u4f5c\u8207\u8a55\u91cf\uff0c\u53d6\u5f97\u5b98\u65b9\u7d50\u696d\u8b49\u66f8\u3002<\/li>\n<\/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-0764cdc elementor-view-framed elementor-vertical-align-middle elementor-shape-circle elementor-mobile-position-top elementor-widget elementor-widget-icon-box\" data-id=\"0764cdc\" 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:\/\/docs.google.com\/forms\/d\/e\/1FAIpQLSdSmT5VR3nG8qmUlo02wtSIitdx_Swv6bpd0xZ0GhVauUniIw\/viewform\" target=\"_blank\" title=\"SING UP NOW (Open a new tab)\" rel=\"nofollow noopener\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-caret-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:\/\/docs.google.com\/forms\/d\/e\/1FAIpQLSdSmT5VR3nG8qmUlo02wtSIitdx_Swv6bpd0xZ0GhVauUniIw\/viewform\" target=\"_blank\" title=\"SING UP NOW (Open a new tab)\" rel=\"nofollow noopener\">\n\t\t\t\t\t\tSING UP NOW\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 NVIDIA DLI \u6821\u5712\u5927\u4f7f(Campus Ambassador)\u5408\u4f5c\u8ab2\u7a0b\uff0c\u9069\u7528\u5c0d\u8c61\u70ba\uff1a<\/p><ul><li>\u5177\u6b63\u5f0f\u5b78\u7c4d\u4e4b\u5b78\u751f(\u5927\u5b78\u90e8\u3001\u78a9\u58eb\u73ed\u3001\u535a\u58eb\u73ed\u3001\u5728\u8077\u5c08\u73ed\u3001EMBA<span style=\"font-family: Arial, Helvetica, sans-serif; font-size: 16px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; text-align: justify;\">)<\/span>.<\/li><li>\u5e0c\u671b\u53d6\u5f97 NVIDIA DLI \u5b98\u65b9\u7d50\u696d\u8a8d\u8b49\u8005\u3002<\/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-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\"><p><b>\u3010Part A\uff1aAI \u8207 Python Recap \u57fa\u790e\u6a21\u7d44 (5\u5c0f\u6642)\u3011<\/b><\/p><ul><li>A-1 \u8ab2\u7a0b\u5c0e\u8ad6\u8207 DLI \u8a8d\u8b49\u4ecb\u7d39 (0.5\u5c0f\u6642)<ul><li>\u8ab2\u7a0b\u7d50\u69cb\u8207\u8a55\u91cf\u65b9\u5f0f\u8aaa\u660e<\/li><li>NVIDIA DLI \u8a8d\u8b49\u985e\u578b\u3001\u53d6\u5f97\u65b9\u5f0f\u8207\u61c9\u7528\u60c5\u5883<\/li><li>\u6821\u5712\u5927\u4f7f\u65b9\u6848\u8207\u96f2\u7aef\u5e73\u53f0\u514d\u8cbb\u4f7f\u7528\u8aaa\u660e<\/li><\/ul><\/li><li>A-2 \u751f\u6210\u5f0f AI \u8207 LLM \u89c0\u5ff5\u7e3d\u6574\u7406 (1.5\u5c0f\u6642)<ul><li>\u5f9e\u50b3\u7d71 ML \/ DL \u5230 Transformer \u8207 LLM \u7684\u6f14\u9032<\/li><li>Token\u3001Embedding\u3001Attention \u7684\u76f4\u89ba\u8aaa\u660e<\/li><li>LLM \u5728\u6821\u5712\u8207\u4f01\u696d\u61c9\u7528\u6848\u4f8b(\u5ba2\u670d\u3001\u77e5\u8b58\u5eab\u3001\u6587\u4ef6\u6458\u8981\u7b49)<\/li><\/ul><\/li><li>A-3 Python \u6838\u5fc3\u8a9e\u6cd5\u8207\u5e38\u7528\u5957\u4ef6 Recap (1.5\u5c0f\u6642)<ul><li>\u5f9e\u5faa\u5e8f\u7a0b\u5f0f\u5230\u5168\u7269\u4ef6\u5c0e\u5411\u7a0b\u5f0f\u8a2d\u8a08<\/li><li>list, tuple, dict\u8cc7\u6599\u578b\u5225<\/li><li>Numpy, Keras, PyTorch\u4ecb\u7d39<\/li><li>\u4f7f\u7528 requests \u547c\u53eb API \u7684\u57fa\u672c\u6982\u5ff5<\/li><\/ul><\/li><li>A-4 Hugging Face \u8207 LLM \u5be6\u4f5c\u6696\u8eab (1.5\u5c0f\u6642)<ul><li>Hugging Face \u751f\u614b\u7cfb(Models \/ Datasets \/ Spaces)\u4ecb\u7d39<\/li><li>\u4f7f\u7528 pipeline \u5b8c\u6210\u60c5\u7dd2\u5206\u6790\u3001\u5206\u985e\u3001\u554f\u7b54\u6216\u6458\u8981<\/li><li>\u8aaa\u660e\u5f8c\u7e8c DLI \u6a21\u7d44\u4f7f\u7528\u4e4b\u96f2\u7aef\u74b0\u5883\u8207\u64cd\u4f5c\u6d41\u7a0b<\/li><\/ul><\/li><\/ul><p><b>\u3010Part B\uff1aNVIDIA DLI \u8a8d\u8b49\u6a21\u7d44 (7\u5c0f\u6642)\u3011<\/b><\/p><ul><li>B-1 Course Introduction (30 \u5206\u9418)<ul><li>Workshop \u8b70\u7a0b\u8207\u4e3b\u984c<\/li><li>\u4ecb\u7d39 HuggingFace \u8207 Transformers<\/li><li>\u8a0e\u8ad6 LLM \u5982\u4f55\u5f37\u5316\u4f01\u696d\u8207\u5b78\u8853\u61c9\u7528<\/li><\/ul><\/li><li>B-2 Transformers and LLMs (60 \u5206\u9418)<ul><li>\u5f9e\u6df1\u5ea6\u5b78\u7fd2\u6982\u5ff5\u5f15\u51fa Transformer \u67b6\u69cb<\/li><li>Tokenizers\u3001Embeddings\u3001Attention \u6a5f\u5236<\/li><li>LLM \u7684\u8f38\u5165\u8207\u8f38\u51fa\u6d41\u7a0b<\/li><\/ul><\/li><li>B-3 Task-Specific Pipelines (30 \u5206\u9418)<ul><li>Encoder \u6a21\u578b\u65bc\u4e0d\u540c NLP \u4efb\u52d9\u4e0a\u7684\u61c9\u7528<\/li><li>\u8f15\u91cf\u6a21\u578b\u5728\u5d4c\u5165\u3001\u5206\u985e\u3001\u5b50\u96c6\u5408\u7be9\u9078\u8207\u96f6\u6a23\u672c\u9810\u6e2c\u7684\u4f7f\u7528<\/li><\/ul><\/li><li>B-4 Seq2Seq with Decoders (60 \u5206\u9418)<ul><li>GPT \u985e Decoder \u6a21\u578b\u8207\u81ea\u56de\u6b78\u751f\u6210<\/li><li>Encoder-Decoder \u67b6\u69cb\u5728\u7ffb\u8b6f\u8207 few-shot \u4efb\u52d9\u4e2d\u7684\u61c9\u7528<\/li><\/ul><\/li><li>B-5 Multimodal Architectures (60 \u5206\u9418)<ul><li>\u6574\u5408\u6587\u5b57\u3001\u5716\u7247\u3001\u97f3\u8a0a\u7684\u591a\u6a21\u614b\u5de5\u4f5c\u6d41\u7a0b<\/li><li>CLIP\u3001\u591a\u6a21\u614b\u554f\u7b54\u3001\u6587\u5b57\u751f\u5716(Diffusion)\u7684\u6982\u5ff5\u793a\u7bc4<\/li><\/ul><\/li><li>B-6 Scaling Text Generation (60 \u5206\u9418)<ul><li>LLM \u63a8\u8ad6\u8207\u90e8\u7f72\u7684\u6548\u80fd\u6311\u6230<\/li><li>\u4f01\u696d\u7d1a\u90e8\u7f72\u7b56\u7565\uff0c\u64f4\u5c55\u81f3\u5927\u91cf\u8cc7\u6599\u8207\u4f7f\u7528\u8005<\/li><\/ul><\/li><li>B-7 Orchestration and Agentics (60 \u5206\u9418)<ul><li>\u4ecb\u7d39 LangChain \u8207 agentic workflows<\/li><li>tool-calling \u8207\u6a19\u6e96\u61c9\u7528 \/ \u8cc7\u6599\u7684\u6574\u5408<\/li><\/ul><\/li><li>B-8 Final Assessment &amp; Review (45 + 15 \u5206\u9418)<ul><li>\u5be6\u4f5c\u4e00\u500b\u6574\u5408\u6587\u5b57\u751f\u6210\u3001\u591a\u6a21\u614b\u8207 agentic orchestration \u7684 LLM \u61c9\u7528<\/li><li>\u56de\u9867\u91cd\u9ede\u8207 Q&amp;A\uff0c\u5b8c\u6210\u7dda\u4e0a\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\u65e5\u671f<\/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\"><ul style=\"letter-spacing: 2px; line-height: 1.8;\">\n<li>\u5169\u5929\u8ab2\u7a0b(\u517112\u5c0f\u6642)\u3002<br><ul style=\"letter-spacing: normal;\">\n<li>Part A\uff1aAI\u8207Python Recap\u57fa\u790e\u6a21\u7d44 (5\u5c0f\u6642)\u3002<\/li>\n<li>Part B\uff1aNVIDIA DLI\u8a8d\u8b49\u6a21\u7d44(Rapid Application Development with LLMs) (7\u5c0f\u6642)\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5171\u5169\u68af\u6b21\uff1a<\/strong>\n<ul>\n<li><strong>\u7b2c\u4e00\u68af\u6b21\uff1a2026\/01\/24\u300101\/31 (\u516d) 9:00-16:00 (\u5348\u4f111\u5c0f\u6642)\u3002<span class=\"locked\">(\u5df2\u958b\u73ed)<\/span><\/strong><\/li>\n<li><strong>\u7b2c\u4e8c\u68af\u6b21\uff1a2026\/04\/11\u300104\/18 (\u516d) 9:00-16:00 (\u5348\u4f111\u5c0f\u6642)\u3002<span class=\"open\">(\u62db\u751f\u4e2d)<\/span><\/strong><\/li>\n<\/ul>\n<\/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-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\"><ul>\n<li><b>\u6536\u8cbb\u91d1\u984d\uff1a<span class=\"price\" style=\"\">NT$10,000\u5143<\/span>.<\/b><\/li>\n<li><strong>\u65e9\u9ce5(<mark style=\"letter-spacing: 2px;\">03\/31\u524d<\/mark>)\u6298\u6263 <span class=\"price\">NT$1,000\u5143<\/span>\uff01<\/strong><\/li>\n<\/ul>\n<p>\u6709\u6b63\u5f0f\u5b78\u7c4d\u7684\u5b78\u751f\u65bc\u8ab2\u7a0b\u671f\u9593\u53ef\u514d\u8cbb\u4f7f\u7528NVIDIA DLI\u96f2\u7aef\u5e73\u53f0\u9032\u884c\u5be6\u4f5c\uff0c\u7121\u9700\u984d\u5916\u652f\u4ed8\u96f2\u7aef\u4f7f\u7528\u8cbb\u3002<\/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<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1496\" class=\"elementor-tab-title\" data-tab=\"6\" role=\"tab\" aria-controls=\"elementor-tab-content-1496\" 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\">\u5176\u4ed6\u8cc7\u8a0a<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1496\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"6\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1496\"><ul>\n \t<li><strong>\u3010\u505c\u8eca\u8cbb\u7528\u3011<\/strong>\u6c7d\u8eca\uff1a<a href=\"https:\/\/www.ncu.edu.tw\/p\/412-1000-332.php?Lang=zh-tw\" target=\"_blank\" rel=\"noopener nofollow\"><u>\u57fa\u672c\u8cbb\u7387<\/u><\/a>\u534a\u50f9\uff1b\u6a5f\u8eca\uff1a\u7121\u6536\u8cbb\u3002<\/li>\n \t<li><strong>\u3010\u4ea4\u901a\u65b9\u5f0f\u3011<\/strong>\u8acb\u53c3\u8003<span style=\"text-decoration: underline;\"><a href=\"https:\/\/erp.mgt.ncu.edu.tw\/en\/location-map-traffic-information\/\">\u5730\u7406\u8207\u4ea4\u901a<\/a><\/span>.<\/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-1497\" class=\"elementor-tab-title\" data-tab=\"7\" role=\"tab\" aria-controls=\"elementor-tab-content-1497\" 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\">\u5099\u8a3b\u8aaa\u660e<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1497\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"7\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1497\"><ul><li>\u7dda\u4e0a\u9032\u884c\u8ab2\u7a0b\u5831\u540d\u4e26\u6536\u4fe1\u78ba\u8a8d\u5831\u540d\u8cc7\u8a0a\u3002<\/li><li>\u78ba\u5b9a\u958b\u73ed\u5f8c\u4ee5\u90f5\u4ef6\u901a\u77e5\u7e73\u8cbb\u3002<\/li><li>\u8ab2\u7a0b3\u65e5\u524d\u5bc4\u767c\u8ab2\u524d\u901a\u77e5\u90f5\u4ef6\u3002<\/li><li style=\"font-size: 16px;\">\u4e2d\u5fc3\u5f97\u4fdd\u7559\u4fee\u8a02\u8ab2\u7a0b\u53ca\u672a\u9054\u6700\u4f4e\u958b\u8ab2\u4eba\u6578\u6642\u53d6\u6d88\u8ab2\u7a0b\u4e4b\u6b0a\u5229\u3002<\/li><li>\u9000\u8cbb\u8aaa\u660e\uff1a<ul><li>\u5be6\u969b\u958b\u8ab2\u65e5\u524d\u7b2c30\u65e5\u4ee5\u524d\u8981\u6c42\u9000\u8cbb\u8005\uff0c\u53ef\u5168\u984d\u9000\u9084\u3002<\/li><li>\u5be6\u969b\u958b\u8ab2\u65e5\u524d\u7b2c29\u65e5\u81f3\u524d\u7b2c1\u65e5\uff0c\u9000\u9084\u8cbb\u7528\u7e3d\u984d\u767e\u5206\u4e4b\u4e5d\u5341\u3002<\/li><li>\u5be6\u969b\u958b\u8ab2\u65e5\u5f8c\u4f46\u672a\u903e\u5168\u671f(\u6216\u7e3d\u8ab2\u7a0b\u6642\u6578)\u4e09\u5206\u4e4b\u4e00\u8005\uff0c\u61c9\u9000\u9084\u8cbb\u7528\u7e3d\u984d\u767e\u5206\u4e4b\u4e94\u5341\u3002<\/li><li>\u5be6\u969b\u958b\u8ab2\u65e5\u5f8c\u5df2\u903e\u5168\u671f(\u6216\u7e3d\u8ab2\u7a0b\u6642\u6578)\u4e09\u5206\u4e4b\u4e00\u8005\uff0c\u5f97\u5168\u6578\u4e0d\u4e88\u9000\u9084\u3002<\/li><li>\u56e0\u6545\u672a\u80fd\u958b\u73ed\u4e0a\u8ab2\uff0c\u5247\u5168\u984d\u9000\u9084\u5df2\u7e73\u8cbb\u7528\u3002<\/li><\/ul><\/li><\/ul><\/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 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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\u4f60\u9810\u671f\u80fd\u5920\uff1a \u4e86\u89e3\u751f\u6210\u5f0f AI \u8207\u5927\u578b\u8a9e\u8a00\u6a21\u578b(LLMs)\u7684\u57fa\u672c\u6982\u5ff5\u8207\u767c\u5c55\u8108\u7d61\u3002 \u904b\u7528 [&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\/44228"}],"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=44228"}],"version-history":[{"count":88,"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/posts\/44228\/revisions"}],"predecessor-version":[{"id":46062,"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/posts\/44228\/revisions\/46062"}],"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=44228"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/categories?post=44228"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/tags?post=44228"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}