
Instructor Introduction
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이승구 교수
- [소    속] 현) Pohang University of Science and Technology (POSTECH)
- [최종학력] PhD, May 1990 – University of Michigan, U.S.A.
- [주요저서]
1. Sunggu Lee, Gabor Karsai, Peter Puschner, and Joe Loyall, Proceedings of the IEEE 17th International Symposium on Object/Component/Service-Oriented Real-Time Distributed Computing, IEEE Computer Society, June 2014.
2. S. Lee, Advanced Digital Logic Design Using Verilog, State Machines, and Synthesis for FPGAs, Thomson, Toronto, 2006.
Lecture plan
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CHAPTER 1
- 1주차 소개
- Basic Computer Operation
- Design of a Computer CPU
- Processes, Threads, and Synchronization
- Chapter7 Quiz
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CHAPTER 2
- 2주차 소개
- Special Purpose Computer Systems for Deep Learning
- Pipeline Processing
- Parallel Processing
- Chapter8 Quiz
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CHAPTER 3
- 3주차 소개
- Parallel Processing for DNN using SIMD and Vector Processing
- Computing for DNNs and an Introduction to RISC-V
- Vector Processing using RISC-V with Vector Extension
- Chapter9 Quiz
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CHAPTER 4
- 4주차 소개
- Matrix Multiplication
- Matrix Multiplication using ARM SIMD Instructions
- Introduction to Systolic Array Architectures
- Chapter10 Quiz
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CHAPTER 5
- 5주차 소개
- DNN Accelerator for Training and Inference
- Google TPU Machines
- Eyeriss and Eyeriss v2 Architectures
- Chapter11 Quiz
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CHAPTER 6
- 6주차 소개
- Hardware Logic for Addition
- Hardware Logic for Multiplication
- A Combinational Logic Design for Fast Multiply-Accumulate
- Chapter12 Quiz
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CHAPTER 7
- 7주차 소개
- Review Part 1
- Review Part 2
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CHAPTER 8
- Final Exam
Additional Info
교재: 교재 없음 (강의노트 제공)