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 |
---|---|---|---|---|
3735004 | 人工智慧與機器學習應用 | Artificial Intelligence and Machine Learning with Applications | 3.0 | 3 |
中文概述 Chinese Description | 本課程介紹人工智慧的相關研究發展,以及說明機器學習與深度學習方法,包含支援向量機、倒傳遞類神經網路、卷積神經網路、遞迴神經網路、自編碼器、生成對抗網路等常用深度學習演算法,並透過文獻討論與案例分析如何應用機器學習技術於實際問題。 | |||
英文概述 English Description | This course introduces the development of artificial intelligence and focuses on machine learning algorithms such as support vector machine, back-propagation, convolutional neural network, auto-encoder, recurrent neural network, and generative adversarial network. Students will learn how to apply machine learning to solve real problems by literature review and term project. |
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