| 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 |
|---|---|---|---|---|
| AB04039 | 人工智慧開發與安全 | Artificial intelligence development and security | 3.0 | 3 |
| 中文概述 Chinese Description | 本課程旨在介紹人工智慧（AI）領域包含各種機器學習的開發與實作，特別關注如何使用Python進行模型的開發與部屬。課程將涵蓋深度學習的基本概念、常見的AI框架（如TensorFlow、Keras），並深入探討如何利用Python編程語言來設計、訓練與優化AI模型。此外，課程也將重點討論人工智慧在開發與部屬過程中需要考量的安全性問題，從資料安全與可稽核性，AI透明度，模型加密與攻擊防範等，提供學生一套全面的安全檢核框架。學生將學習如何確保AI系統在實際應用中具備高度的安全性與可靠性，並瞭解如何在AI部屬的不同階段識別與解決潛在的安全風險。 | |||
| 英文概述 English Description | This course aims to introduce the development and implementation of various machine learning techniques in the field of Artificial Intelligence (AI), with a particular focus on how to use Python for model development and deployment. The course will cover the fundamental concepts of deep learning, popular AI frameworks (such as TensorFlow and Keras), and will delve into how to use the Python programming language to design, train, and optimize AI models. Additionally, the course will emphasize the security considerations necessary during the development and deployment of AI systems, including data security and auditability, AI transparency, model encryption, and attack prevention. Students will be provided with a comprehensive security framework to evaluate these concerns. They will also learn how to ensure the high security and reliability of AI systems in practical applications, and how to identify and mitigate potential security risks at various stages of AI deployment. | |||
| 核心能力指標 | 1.具備資訊與財金管理領域的專業知識並瞭解其在相關領域上的應用 2.策劃及執行專題研究之能力 4.創新思考與獨立解決問題的能力 5.具備跨領域團隊合作與溝通協調的組織能力 | |||
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