Course Syllabus

Course Information：

Year-Semester Course Number Course Name Phase Credits Hours Required/Elective Instructor Class Student NO. Withdraw Note

Spring Semester
Year 2026 353677 Advanced FPGA Design 1 3.0 3 ★ Kuan-Ting Lai 4EN4A
4EN4B 37 0 電子大四合開

Year-Semester	Course Number	Course Name	Phase	Credits	Hours	Required/Elective	Instructor	Class	Student NO.	Withdraw	Note
Spring Semester Year 2026	353677	Advanced FPGA Design	1	3.0	3	★	Kuan-Ting Lai	4EN4A 4EN4B	37	0	電子大四合開

Course Plan：

Instructor Kuan-Ting Lai　Office Hours

Email ktlai@ntut.edu.tw

Last Updated 2025-12-19 13:41:09

Course Objective 本課程將以Xilinx PYNQ Z2為平台, 教授學生FPGA程式開發、硬體系統設計、和如何利用FPGA加速深度學習演算法。主要內容包括Xilinx Vivado和Vitis開發環境, High-level Synthesis (HLS) & SystemC, 基本FIR filter和矩陣乘法的設計, 以及Systolic Array等重要的硬體知識。

Course Schedule 1. Xilinx & Vivado IDE 2. High-level Synthesis (HLS) & SystemC 3. Finite Impulse Response (FIR) Filters 4. Discrete Fourier Transform & Fast Fourier Transform 5. Matrix Multiplication 6. Prefix Sum and Histogram 7. Video Systems 8. Deep Learning Implementation on FPGA 9. Pruning & Quantization 10. Object Detection on FPGA This course teaches FPGA programming, hardware system design, and how to implement and accelerate Deep Learning Algorithms on FPGA. The syllabus is shown below: 1. Xilinx & Vivado IDE 2. High-level Synthesis (HLS) & SystemC 3. Finite Impulse Response (FIR) Filters 4. Discrete Fourier Transform & Fast Fourier Transform 5. Matrix Multiplication 6. Prefix Sum and Histogram 7. Video Systems 8. Deep Learning Implementation on FPGA 9. Pruning & Quantization 10. Object Detection on FPGA

Evaluation and grading policy Labs (70%), Final Project (30%)

Materials All right reserved. Do not reproduce without permission.

Foreign-language textbooks:Yes
KRG @ UC San Diego, “Parallel Programming for FPGAs”, 2018 自製講義 https://www.youtube.com/watch?v=FKsX-kS4aDE&list=PL3S3ZnDPwJ-PITh32aNpOWpOzhcRNeN18

The access to curricular consultation 使用Microsoft Teams或在FB群組中發問

Expanding teaching and resources

The course corresponds to the SDGs SDG4：優質教育（Quality Education）
SDG9：產業創新與基礎設施（Industry, Innovation and Infrastructure）

Does the course incorporate AI ● 深入探討AI的原理與應用（Explore the principles and applications of AI in depth）

Note
1. Website: http://www.aiotlab.org/teaching/fpga.html
2. Facebook Group: https://www.facebook.com/groups/194297719121192
3. 不定時線上小考當作點名

Instructor	Kuan-Ting Lai　Office Hours
Email	ktlai@ntut.edu.tw
Last Updated	2025-12-19 13:41:09
Course Objective	本課程將以Xilinx PYNQ Z2為平台, 教授學生FPGA程式開發、硬體系統設計、和如何利用FPGA加速深度學習演算法。主要內容包括Xilinx Vivado和Vitis開發環境, High-level Synthesis (HLS) & SystemC, 基本FIR filter和矩陣乘法的設計, 以及Systolic Array等重要的硬體知識。
Course Schedule	1. Xilinx & Vivado IDE 2. High-level Synthesis (HLS) & SystemC 3. Finite Impulse Response (FIR) Filters 4. Discrete Fourier Transform & Fast Fourier Transform 5. Matrix Multiplication 6. Prefix Sum and Histogram 7. Video Systems 8. Deep Learning Implementation on FPGA 9. Pruning & Quantization 10. Object Detection on FPGA This course teaches FPGA programming, hardware system design, and how to implement and accelerate Deep Learning Algorithms on FPGA. The syllabus is shown below: 1. Xilinx & Vivado IDE 2. High-level Synthesis (HLS) & SystemC 3. Finite Impulse Response (FIR) Filters 4. Discrete Fourier Transform & Fast Fourier Transform 5. Matrix Multiplication 6. Prefix Sum and Histogram 7. Video Systems 8. Deep Learning Implementation on FPGA 9. Pruning & Quantization 10. Object Detection on FPGA
Evaluation and grading policy	Labs (70%), Final Project (30%)
Materials	All right reserved. Do not reproduce without permission. Foreign-language textbooks:Yes KRG @ UC San Diego, “Parallel Programming for FPGAs”, 2018 自製講義 https://www.youtube.com/watch?v=FKsX-kS4aDE&list=PL3S3ZnDPwJ-PITh32aNpOWpOzhcRNeN18
The access to curricular consultation	使用Microsoft Teams或在FB群組中發問
Expanding teaching and resources
The course corresponds to the SDGs	SDG4：優質教育（Quality Education） SDG9：產業創新與基礎設施（Industry, Innovation and Infrastructure）
Does the course incorporate AI	● 深入探討AI的原理與應用（Explore the principles and applications of AI in depth）
Note	1. Website: http://www.aiotlab.org/teaching/fpga.html 2. Facebook Group: https://www.facebook.com/groups/194297719121192 3. 不定時線上小考當作點名