| 課程編碼 Course Code | 中文課程名稱 Course Name (Chinese) | 英文課程名稱 Course Name (English) | 總學分數 Credits | 總時數 Hours |
|---|---|---|---|---|
| AVW0002 | 應用人工智慧於教育專題製作 | Application of Artificial Intelligence in Educational Data Analysis Projects | 3.0 | 3 |
| 中文概述 Chinese Description | 本課程主要透過人工智慧相關技術主題的介紹與業界實例之分享，包括: 知識表達、機器學習、深度學習等，並實際運用機器學習工具如: TensorFlow、Keras、PyTorch等，並整合校務研究資料於專題課程，參與校務分析研究：考量資安的個資議題，擬將校內部份去識別化後之資料，經過編碼變造處理後於課堂使用，以教育相關大數據進行專題實作與分析。透過分組討論以及專題實作競賽，讓學生實際應用人工智慧工具與方法於教育資料分析。 | |||
| 英文概述 English Description | The goal of this course is to introduce the technical topics and share industrial examples related to artificial intelligence, including: knowledge representation, machine learning, and deep learning. The students are required to utilize machine learning tools such as: TensorFlow, Keras, and PyTorch, to participate in the institutional repository research and analysis of related data in term projects. In consideration of privacy issues of personal information, the data will go through de-identification process for the usage purpose of educational big data analytics in term projects. With group discussions and project competition, students will be able to apply artificial intelligence tools and methods in educational data anlaysis. | |||
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