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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.

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

교재: 교재 없음 (강의노트 제공)