| 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 |
|---|---|---|---|---|
| 3645040 | 人工智慧晶片設計與應用 | AI-on-Chip | 3.0 | 3 |
| 中文概述 Chinese Description | 這門課程深入探討將AI技術直接整合至硬體的過程。課程從AI晶片的基本概念開始，進一步探討各種AI的數位、類比及混合訊號架構。課程內容涵蓋了對神經網路模型映射到晶片硬體的過程及優化。重要的一環是神經網路編譯器的設計與優化，並輔以實務工具和考量以實現高效的AI晶片設計。課程還探討了AI晶片的當前應用及AI硬體發展的未來趨勢。課程以學生專題為導向，將所學知識應用於創新的AI晶片解決方案。此課程旨在為學生提供在不斷進化的AI硬體領域中取得成功所需的技能和知識。 | |||
| 英文概述 English Description | This course, titled "AI-on-Chip Design: Architectures and Applications," offers a deep dive into how AI technologies are integrated directly onto hardware. It begins with fundamental concepts of AI-on-Chip, moving into the intricacies of digital, analog, and mixed-signal architectures tailored for AI applications. The curriculum includes a thorough examination of neural network models, focusing on their optimization and the critical process of mapping these models onto hardware. A significant portion is dedicated to the design and optimization of neural network compilers, supplemented by practical insights into the tools and considerations necessary for efficient AI chip design. The course also explores current applications of AI-on-Chip and anticipates future trends that could reshape AI hardware development. It culminates in a project presentation where students apply what they've learned to create innovative AI-on-Chip solutions. This course equips students with the skills and knowl | |||
| 核心能力指標 | 1.運用數學、科學及工程知識的能力 3.執行工程實務所需技術、技巧及使用現代工具的能力 4.設計工程系統、元件或製程的能力 5.專案管理(含經費規劃)、有效溝通、領域整合與團隊合作的能力 8.理解及應用專業倫理，認知社會責任及尊重多元觀點。 | |||
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