
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
- Course Introduction
- Introduction to Artificial Neural Networks
- Perceptrons and Sigmoid Neurons
- Chapter1 Quiz
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CHAPTER 2
- 2주차 소개
- Introduction to Python
- Computer Program Analysis, Part 1
- Computer Program Analysis, Part 2
- Chapter2 Quiz
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CHAPTER 3
- 3주차 소개
- The MNIST Database
- Basic Analysis of MNIST Code (for Handwriting Recognition)
- Analysis of MNIST Code Using Code Modifications
- Chapter3 Quiz
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CHAPTER 4
- 4주차 소개
- Introduction to Backpropagation
- More Analysis of Backpropagation
- Analysis of Code for Backpropagation
- Chapter4 Quiz
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CHAPTER 5
- 5주차 소개
- Analysis of Computations in Backpropagation Code
- Cost Functions and Regularization
- Dropout, Data Augmentation, Hyperparameter Tuning, and Other Methods
- Chapter5 Quiz
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CHAPTER 6
- 6주차 소개
- Deep Neural Networks (DNNs)
- Convolutional Neural Networks (CNNs)
- Detailed Calculations for CNNs
- Chapter6 Quiz
Additional Info
교재: 교재 없음 (강의노트 제공)