{"id":44228,"date":"2026-07-04T09:00:49","date_gmt":"2026-07-04T01:00:49","guid":{"rendered":"https:\/\/erp.mgt.ncu.edu.tw\/?p=44228"},"modified":"2026-07-27T11:24:41","modified_gmt":"2026-07-27T03:24:41","slug":"llm-course","status":"publish","type":"post","link":"https:\/\/erp.mgt.ncu.edu.tw\/en\/llm-course\/","title":{"rendered":"LLM 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=\"1559\" height=\"1559\" src=\"https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2026\/01\/LLM-Course-Logo.png\" class=\"attachment-full size-full\" alt=\"LLM Course Logo\" loading=\"lazy\" srcset=\"https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2026\/01\/LLM-Course-Logo.png 1559w, https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2026\/01\/LLM-Course-Logo-300x300.png 300w, https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2026\/01\/LLM-Course-Logo-800x800.png 800w, https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2026\/01\/LLM-Course-Logo-150x150.png 150w, https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2026\/01\/LLM-Course-Logo-768x768.png 768w, https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2026\/01\/LLM-Course-Logo-1536x1536.png 1536w, https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2026\/01\/LLM-Course-Logo-12x12.png 12w, https:\/\/erp.mgt.ncu.edu.tw\/wp-content\/uploads\/2026\/01\/LLM-Course-Logo-600x600.png 600w\" sizes=\"(max-width: 1559px) 100vw, 1559px\" \/>\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><ul><li>\u4e86\u89e3\u751f\u6210\u5f0f AI \u8207\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u57fa\u672c\u6982\u5ff5\u8207\u767c\u5c55\u8108\u7d61\u3002<\/li><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><li>\u80fd\u64cd\u4f5c Hugging Face Transformers\uff0c\u5efa\u7acb\u4efb\u52d9\u5c0e\u5411\u4e4b NLP \/ LLM \u5de5\u4f5c\u6d41\u7a0b\u3002<\/li><li>\u8a8d\u8b58 Transformer\u3001Encoder \/ Decoder\u3001Seq2Seq\u3001\u591a\u6a21\u614b\u7b49\u95dc\u9375\u67b6\u69cb\u8207\u61c9\u7528\u3002<\/li><li>\u5229\u7528 LangChain \u7b49 Orchestration \u5de5\u5177\u8a2d\u8a08\u7c21\u55ae\u7684 Agent \u8207\u5de5\u5177\u547c\u53eb\u6d41\u7a0b\u3002<\/li><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><\/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-e7be38b elementor-view-framed elementor-vertical-align-middle elementor-shape-circle elementor-mobile-position-top elementor-widget elementor-widget-global elementor-global-49786 elementor-widget-icon-box\" data-id=\"e7be38b\" 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<div class=\"elementor-element elementor-element-f8606c2 elementor-widget elementor-widget-global elementor-global-49793 elementor-widget-html\" data-id=\"f8606c2\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-edit-only-block\" style=\"display: none; background: #edf2f7; border: 2px dashed #4299e1; padding: 8px; text-align: center; color: #2b6cb0; font-weight: bold; margin: 5px 0; border-radius: 5px; cursor: pointer;\">HTML \u4ee3\u78bc<\/div>\r\n<script>\r\n(function() {\r\n    const CONFIG = {\r\n        SIGNUP_URL: \"https:\/\/docs.google.com\/forms\/d\/e\/1FAIpQLSdSmT5VR3nG8qmUlo02wtSIitdx_Swv6bpd0xZ0GhVauUniIw\/viewform\",\r\n        JSON_URL: '\/reports\/courses-data.json'\r\n    };\r\n\r\n    const STATUS = {\r\n        OPEN: '\u62db\u751f\u4e2d',\r\n        CLOSED: '\u5df2\u622a\u6b62',\r\n        FULL: '\u5df2\u984d\u6eff',\r\n        NOT_OPEN: '\u672a\u958b\u73ed',\r\n        IN_PROGRESS: '\u6e96\u5099\u4e2d'\r\n    };\r\n\r\n    function getCourseId() {\r\n        try {\r\n            const match = document.body.className.match(\/postid-(\\d+)\/);\r\n            if (match) return \"course-pid-\" + match[1];\r\n            \r\n            const url = new URL(window.location.href);\r\n            const pParam = url.searchParams.get('p') || url.searchParams.get('post') || url.searchParams.get('elementor-preview');\r\n            return pParam ? \"course-pid-\" + pParam : null;\r\n        } catch(e) { return null; }\r\n    }\r\n\r\n    function cleanBatchText(text, status) {\r\n        const regex = new RegExp(`[\\\\s]*[\uff08(]?\\\\s*${status}\\\\s*[)\uff09]?$`);\r\n        return text.replace(regex, '').trim();\r\n    }\r\n\r\n    function renderLockedBatch(text, status) {\r\n        return `<strong><span>${cleanBatchText(text, status)}<\/span><span class=\"locked\">${status}<\/span><\/strong>`;\r\n    }\r\n\r\n    function renderOpenBatch(text) {\r\n        return `<strong><a title=\"Google\u5831\u540d\u8868\u55ae\" href=\"${CONFIG.SIGNUP_URL}\" target=\"_blank\" rel=\"noopener\"><span style=\"text-decoration: underline;\">${cleanBatchText(text, STATUS.OPEN)}<\/span><\/a><span class=\"open\">${STATUS.OPEN}<\/span><\/strong>`;\r\n    }\r\n\r\n    function runElementorEditMode() {\r\n        if (window.elementorFrontend?.isEditMode()) {\r\n            const editBlock = document.querySelector('.elementor-edit-only-block');\r\n            if (editBlock) editBlock.style.setProperty('display', 'block', 'important');\r\n        }\r\n    }\r\n\r\n    async function initCoursePage() {\r\n        runElementorEditMode();\r\n        const courseId = getCourseId();\r\n        if (!courseId) return;\r\n\r\n        try {\r\n            const version = Math.floor(Date.now() \/ 300000);\r\n            const response = await fetch(`${CONFIG.JSON_URL}?v=${version}`);\r\n            const data = await response.json();\r\n            const course = data[courseId];\r\n            if (!course) return;\r\n\r\n            Object.keys(course).sort().forEach(key => {\r\n                if (key.startsWith('batch')) {\r\n                    const el = document.querySelector('.' + key);\r\n                    const text = course[key];\r\n\r\n                    if (!el || typeof text !== 'string') return;\r\n\r\n                    const foundStatus = Object.values(STATUS).find(s => text.includes(s));\r\n\r\n                    if (foundStatus) {\r\n                        if (foundStatus === STATUS.OPEN) {\r\n                            el.innerHTML = renderOpenBatch(text);\r\n                        } else if (foundStatus === STATUS.IN_PROGRESS) {\r\n                            el.textContent = cleanBatchText(text, foundStatus);\r\n                        } else {\r\n                            el.innerHTML = renderLockedBatch(text, foundStatus);\r\n                        }\r\n                    } else {\r\n                        el.textContent = text;\r\n                    }\r\n                }\r\n            });\r\n\r\n            const ebDateEl = document.querySelector('.early-bird-date');\r\n            if (ebDateEl && course.earlyBirdText) {\r\n                ebDateEl.textContent = course.earlyBirdText;\r\n            }\r\n        } catch (e) {\r\n            console.error(\"Course page load error:\", e);\r\n        }\r\n    }\r\n\r\n    if (document.readyState === \"loading\") {\r\n        document.addEventListener(\"DOMContentLoaded\", initCoursePage);\r\n    } else {\r\n        initCoursePage();\r\n    }\r\n})();\r\n<\/script>\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\uff08Campus Ambassador\uff09\u5408\u4f5c\u8ab2\u7a0b\uff0c\u9069\u7528\u5c0d\u8c61\u70ba\uff1a<\/p>\n<ul>\n<li>\u5177\u6b63\u5f0f\u5b78\u7c4d\u4e4b\u5b78\u751f\uff08\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;\">\uff09<\/span>.<\/li>\n<li>\u5e0c\u671b\u53d6\u5f97 NVIDIA DLI \u5b98\u65b9\u7d50\u696d\u8a8d\u8b49\u8005\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\"><p><b>\u3010Part A\uff1aAI \u8207 Python Recap \u57fa\u790e\u6a21\u7d44\uff085 \u5c0f\u6642\uff09\u3011<\/b><\/p>\n<ul>\n<li>A-1 \u8ab2\u7a0b\u5c0e\u8ad6\u8207 DLI \u8a8d\u8b49\u4ecb\u7d39\uff080.5 \u5c0f\u6642\uff09\n<ul>\n<li>\u8ab2\u7a0b\u7d50\u69cb\u8207\u8a55\u91cf\u65b9\u5f0f\u8aaa\u660e<\/li>\n<li>NVIDIA DLI \u8a8d\u8b49\u985e\u578b\u3001\u53d6\u5f97\u65b9\u5f0f\u8207\u61c9\u7528\u60c5\u5883<\/li>\n<li>\u6821\u5712\u5927\u4f7f\u65b9\u6848\u8207\u96f2\u7aef\u5e73\u53f0\u514d\u8cbb\u4f7f\u7528\u8aaa\u660e<\/li>\n<\/ul>\n<\/li>\n<li>A-2 \u751f\u6210\u5f0f AI \u8207 LLM \u89c0\u5ff5\u7e3d\u6574\u7406\uff081.5 \u5c0f\u6642\uff09\n<ul>\n<li>\u5f9e\u50b3\u7d71 ML \/ DL \u5230 Transformer \u8207 LLM \u7684\u6f14\u9032<\/li>\n<li>Token\u3001Embedding\u3001Attention \u7684\u76f4\u89ba\u8aaa\u660e<\/li>\n<li>LLM \u5728\u6821\u5712\u8207\u4f01\u696d\u61c9\u7528\u6848\u4f8b\uff08\u5ba2\u670d\u3001\u77e5\u8b58\u5eab\u3001\u6587\u4ef6\u6458\u8981\u7b49\uff09<\/li>\n<\/ul>\n<\/li>\n<li>A-3 Python \u6838\u5fc3\u8a9e\u6cd5\u8207\u5e38\u7528\u5957\u4ef6 Recap\uff081.5 \u5c0f\u6642\uff09\n<ul>\n<li>\u5f9e\u5faa\u5e8f\u7a0b\u5f0f\u5230\u5168\u7269\u4ef6\u5c0e\u5411\u7a0b\u5f0f\u8a2d\u8a08<\/li>\n<li>list, tuple, dict \u8cc7\u6599\u578b\u5225<\/li>\n<li>Numpy, Keras, PyTorch \u4ecb\u7d39<\/li>\n<li>\u4f7f\u7528 requests \u547c\u53eb API \u7684\u57fa\u672c\u6982\u5ff5<\/li>\n<\/ul>\n<\/li>\n<li>A-4 Hugging Face \u8207 LLM \u5be6\u4f5c\u6696\u8eab\uff081.5 \u5c0f\u6642\uff09\n<ul>\n<li>Hugging Face \u751f\u614b\u7cfb\uff08Models \/ Datasets \/ Spaces\uff09\u4ecb\u7d39<\/li>\n<li>\u4f7f\u7528 pipeline \u5b8c\u6210\u60c5\u7dd2\u5206\u6790\u3001\u5206\u985e\u3001\u554f\u7b54\u6216\u6458\u8981<\/li>\n<li>\u8aaa\u660e\u5f8c\u7e8c DLI \u6a21\u7d44\u4f7f\u7528\u4e4b\u96f2\u7aef\u74b0\u5883\u8207\u64cd\u4f5c\u6d41\u7a0b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><b>\u3010Part B\uff1aNVIDIA DLI \u8a8d\u8b49\u6a21\u7d44\uff087 \u5c0f\u6642\uff09\u3011<\/b><\/p>\n<ul>\n<li>B-1 Course Introduction\uff080.5 \u5c0f\u6642\uff09\n<ul>\n<li>Workshop \u8b70\u7a0b\u8207\u4e3b\u984c<\/li>\n<li>\u4ecb\u7d39 HuggingFace \u8207 Transformers<\/li>\n<li>\u8a0e\u8ad6 LLM \u5982\u4f55\u5f37\u5316\u4f01\u696d\u8207\u5b78\u8853\u61c9\u7528<\/li>\n<\/ul>\n<\/li>\n<li>B-2 Transformers and LLMs\uff081 \u5c0f\u6642\uff09\n<ul>\n<li>\u5f9e\u6df1\u5ea6\u5b78\u7fd2\u6982\u5ff5\u5f15\u51fa Transformer \u67b6\u69cb<\/li>\n<li>Tokenizers\u3001Embeddings\u3001Attention \u6a5f\u5236<\/li>\n<li>LLM \u7684\u8f38\u5165\u8207\u8f38\u51fa\u6d41\u7a0b<\/li>\n<\/ul>\n<\/li>\n<li>B-3 Task-Specific Pipelines\uff080.5 \u5c0f\u6642\uff09\n<ul>\n<li>Encoder \u6a21\u578b\u65bc\u4e0d\u540c NLP \u4efb\u52d9\u4e0a\u7684\u61c9\u7528<\/li>\n<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>\n<\/ul>\n<\/li>\n<li>B-4 Seq2Seq with Decoders\uff081 \u5c0f\u6642\uff09\n<ul>\n<li>GPT \u985e Decoder \u6a21\u578b\u8207\u81ea\u56de\u6b78\u751f\u6210<\/li>\n<li>Encoder-Decoder \u67b6\u69cb\u5728\u7ffb\u8b6f\u8207 few-shot \u4efb\u52d9\u4e2d\u7684\u61c9\u7528<\/li>\n<\/ul>\n<\/li>\n<li>B-5 Multimodal Architectures\uff081 \u5c0f\u6642\uff09\n<ul>\n<li>\u6574\u5408\u6587\u5b57\u3001\u5716\u7247\u3001\u97f3\u8a0a\u7684\u591a\u6a21\u614b\u5de5\u4f5c\u6d41\u7a0b<\/li>\n<li>CLIP\u3001\u591a\u6a21\u614b\u554f\u7b54\u3001\u6587\u5b57\u751f\u5716\uff08Diffusion\uff09\u7684\u6982\u5ff5\u793a\u7bc4<\/li>\n<\/ul>\n<\/li>\n<li>B-6 Scaling Text Generation\uff081 \u5c0f\u6642\uff09\n<ul>\n<li>LLM \u63a8\u8ad6\u8207\u90e8\u7f72\u7684\u6548\u80fd\u6311\u6230<\/li>\n<li>\u4f01\u696d\u7d1a\u90e8\u7f72\u7b56\u7565\uff0c\u64f4\u5c55\u81f3\u5927\u91cf\u8cc7\u6599\u8207\u4f7f\u7528\u8005<\/li>\n<\/ul>\n<\/li>\n<li>B-7 Orchestration and Agentics\uff081 \u5c0f\u6642\uff09\n<ul>\n<li>\u4ecb\u7d39 LangChain \u8207 agentic workflows<\/li>\n<li>tool-calling \u8207\u6a19\u6e96\u61c9\u7528 \/ \u8cc7\u6599\u7684\u6574\u5408<\/li>\n<\/ul>\n<\/li>\n<li>B-8 Final Assessment &amp; Review\uff081 \u5c0f\u6642\uff09\n<ul>\n<li>\u5be6\u4f5c\u4e00\u500b\u6574\u5408\u6587\u5b57\u751f\u6210\u3001\u591a\u6a21\u614b\u8207 agentic orchestration \u7684 LLM \u61c9\u7528<\/li>\n<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>\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-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=\"line-height: 1.8; letter-spacing: 2px;\"><li>2 \u5929\uff0c12 \u5c0f\u6642\u3002<br \/><ul style=\"letter-spacing: normal;\"><li>Part A\uff1aAI \u8207 Python Recap \u57fa\u790e\u6a21\u7d44\uff085 \u5c0f\u6642\uff09\u3002<\/li><li>Part B\uff1aNVIDIA DLI \u8a8d\u8b49\u6a21\u7d44\uff08Rapid Application Development with LLMs\uff09\uff087 \u5c0f\u6642\uff09\u3002<\/li><\/ul><\/li><li><strong>\u5171 3 \u68af\u6b21\uff1a<\/strong><ul><li class=\"batch1\"><strong>\u7b2c 1 \u68af\u6b21\uff1a2026\/01\/24\u300101\/31\uff08\u9031\u516d\uff0909:00 &#8211; 16:00\uff08\u5348\u4f11 1 \u5c0f\u6642\uff09\u3002<\/strong><\/li><li class=\"batch2\"><strong>\u7b2c 2 \u68af\u6b21\uff1a2026\/04\/11\u300104\/18\uff08\u9031\u516d\uff0909:00 &#8211; 16:00\uff08\u5348\u4f11 1 \u5c0f\u6642\uff09\u3002<\/strong><\/li><li class=\"batch3\"><strong><a title=\"Google\u5831\u540d\u8868\u55ae\" href=\"https:\/\/docs.google.com\/forms\/d\/e\/1FAIpQLSdSmT5VR3nG8qmUlo02wtSIitdx_Swv6bpd0xZ0GhVauUniIw\/viewform\" target=\"_blank\" rel=\"noopener nofollow\"><span style=\"text-decoration: underline;\">\u7b2c 3 \u68af\u6b21\uff1a2026\/08\/15\u300108\/22\uff08\u9031\u516d\uff0909:00 &#8211; 16:00\uff08\u5348\u4f11 1 \u5c0f\u6642\uff09\u3002<\/span><\/a><\/strong><\/li><li class=\"batch99 hide-on-frontend\"><strong>\u7b2c 99 \u68af\u6b21\uff1a2999\/01\/01\uff08\u9031\u516d\uff0909:00 &#8211; 16:00\uff08\u5348\u4f11 1 \u5c0f\u6642\uff09\u3002<\/strong><\/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-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><li><strong style=\"font-size: 16px;\">\u6536\u8cbb\u91d1\u984d\uff1a<span class=\"price\">\u65b0\u53f0\u5e6310,000\u5143<\/span>.<\/strong><\/li><li><strong>\u65e9\u9ce5\uff08<mark class=\"early-bird-date\" style=\"letter-spacing: 2px;\">08\/04\u524d<\/mark>\uff09\u6298\u6263 <span class=\"price\">\u65b0\u53f0\u5e632,000\u5143<\/span>\uff01<\/strong><\/li><\/ul><p>\u6709\u6b63\u5f0f\u5b78\u7c4d\u7684\u5b78\u751f\u65bc\u8ab2\u7a0b\u671f\u9593\u53ef\u514d\u8cbb\u4f7f\u7528 NVIDIA 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\">\u4ea4\u901a\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\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 \t<li><strong>\u3010\u505c\u8eca\u8cbb\u7528\u3011<\/strong>\u6c7d\u8eca\uff1a<span style=\"display: inline-block;\">\t\t<div data-elementor-type=\"widget\" data-elementor-id=\"49799\" class=\"elementor elementor-49799\">\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<div class=\"elementor-element elementor-element-54f08ad elementor-widget elementor-widget-text-editor\" data-id=\"54f08ad\" 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<span style=\"text-decoration: underline;\"><a href=\"https:\/\/www.ncu.edu.tw\/p\/412-1000-332.php?Lang=zh-tw\" target=\"_blank\" rel=\"noopener nofollow\">\u57fa\u672c\u8cbb\u7387<\/a><\/span>\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\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/span>\u534a\u50f9\uff1b\u6a5f\u8eca\uff1a\u7121\u6536\u8cbb\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-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\">\u6ce8\u610f\u4e8b\u9805<\/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\">\t\t<div data-elementor-type=\"widget\" data-elementor-id=\"49780\" class=\"elementor elementor-49780\">\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<div class=\"elementor-element elementor-element-4c63647e elementor-widget elementor-widget-text-editor\" data-id=\"4c63647e\" 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<ul>\n \t<li>\u5171 3 \u968e\u6bb5\u901a\u77e5\uff1a\n<ul>\n \t<li>\u3010\u5831\u540d\u901a\u77e5\u3011\u8868\u55ae\u9001\u51fa\u5f8c\uff0c\u7cfb\u7d71\u5c07\u81ea\u52d5\u5bc4\u767c\u78ba\u8a8d\u90f5\u4ef6\u3002\n<ul>\n \t<li>\u8acb\u6aa2\u67e5\u5831\u540d\u8cc7\u8a0a\u662f\u5426\u6b63\u78ba\u3002\u5982\u9700\u4fee\u6539\uff0c\u8acb\u91cd\u65b0\u586b\u5beb\u5831\u540d\u8868\u6216\u4f86\u4fe1\/\u4f86\u96fb\u66f4\u6b63\u3002<\/li>\n<\/ul>\n<\/li>\n \t<li>\u3010\u7e73\u8cbb\u901a\u77e5\u3011\u9054\u958b\u73ed\u9580\u6abb\u5f8c\u5bc4\u767c\u3002\n<ul>\n \t<li>\u8acb\u65bc\u671f\u9650\u5167\u5b8c\u6210\u7e73\u8cbb\u4e26\u56de\u8986\u90f5\u4ef6\u4ee5\u5229\u67e5\u5e33\uff0c\u903e\u671f\u672a\u5b8c\u6210\u7e73\u8cbb\u8005\u8996\u540c\u653e\u68c4\u53c3\u52a0\u8cc7\u683c\u3002<\/li>\n<\/ul>\n<\/li>\n \t<li>\u3010\u8ab2\u524d\u901a\u77e5\u3011\u65bc\u958b\u73ed\u524d 3 \u65e5\u5bc4\u767c\u3002<\/li>\n<\/ul>\n<\/li>\n \t<li>\u9000\u8cbb\u6a19\u6e96\uff1a\n<ul>\n \t<li>\u81ea\u5831\u540d\u7e73\u8cbb\u5f8c\u81f3\u958b\u73ed\u4e0a\u8ab2\u65e5\u524d\u7533\u8acb\u9000\u8cbb\u8005\uff0c\u9000\u9084\u8cbb\u7528 90%\u3002<\/li>\n \t<li>\u81ea\u958b\u73ed\u4e0a\u8ab2\u4e4b\u65e5\u8d77\u7b97\u672a\u903e\u5168\u671f 1\/3 \u7533\u8acb\u9000\u8cbb\u8005\uff0c\u9000\u9084\u8cbb\u7528 50%\u3002<\/li>\n \t<li>\u958b\u73ed\u4e0a\u8ab2\u6642\u9593\u5df2\u903e\u5168\u671f 1\/3 \u7533\u8acb\u9000\u8005\u8cbb\uff0c\u4e0d\u4e88\u9000\u8cbb\u3002<\/li>\n<\/ul>\n<\/li>\n \t<li>\u7d50\u8a13\u65b9\u5f0f\uff1a\u9808\u51fa\u5e2d\u9054 3\/4 \u6642\u6578\uff0c\u65b9\u53ef\u7d50\u8a13\u4e26\u53d6\u5f97\u8b49\u660e\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\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t <\/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-1498\" class=\"elementor-tab-title\" data-tab=\"8\" role=\"tab\" aria-controls=\"elementor-tab-content-1498\" 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-1498\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"8\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-1498\">\t\t<div data-elementor-type=\"widget\" data-elementor-id=\"49777\" class=\"elementor elementor-49777\">\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<div class=\"elementor-element elementor-element-574cdc3d elementor-widget elementor-widget-text-editor\" data-id=\"574cdc3d\" 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<ul><li>\u9000\u8cbb\u6a19\u6e96\u4f9d\u6559\u80b2\u90e8\u300c\u5c08\u79d1\u4ee5\u4e0a\u5b78\u6821\u63a8\u5ee3\u6559\u80b2\u5be6\u65bd\u8fa6\u6cd5\u300d\u7b2c\u5341\u4e03\u689d\u8fa6\u7406\u3002<\/li><li>\u4e2d\u5fc3\u4fdd\u7559\u4fee\u8a02\u8ab2\u7a0b\u5167\u5bb9\uff0c\u4ee5\u53ca\u56e0\u4e0d\u53ef\u6297\u529b\u56e0\u7d20\u8abf\u6574\u6216\u53d6\u6d88\u8ab2\u7a0b\u8209\u8fa6\u4e4b\u6b0a\u5229\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\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/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\/codex-course\/\" title=\"Codex 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 Agent \u7a0b\u5f0f\u958b\u767c\u5be6\u4f5c\u73ed\uff08Codex\uff09\" 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\/codex-course\/\" class=\"recent-posts-title\">Codex 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\">2026.07.06<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\/codex-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\/llm-course\/\" title=\"LLM 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=\"Python \u5efa\u69cb\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u958b\u767c\u61c9\u7528\u73ed\uff08NVIDIA DLI \u8a8d\u8b49\uff09\" 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\/llm-course\/\" class=\"recent-posts-title\">LLM 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\">2026.07.04<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\/llm-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 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 Agent \u5de5\u4f5c\u6d41\u7a0b\u81ea\u52d5\u5316\u5be6\u4f5c\u73ed\uff08n8n\uff09\" 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 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\">2026.06.26<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\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\u6280\u80fd\u5be6\u4f5c\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\/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\">2026.05.18<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\/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\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\uff08LLMs\uff09\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":170,"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/posts\/44228\/revisions"}],"predecessor-version":[{"id":50900,"href":"https:\/\/erp.mgt.ncu.edu.tw\/en\/wp-json\/wp\/v2\/posts\/44228\/revisions\/50900"}],"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}]}}