深度學習
Deep Learning
| 節 | 週四 |
|---|---|
N 12:20–13:10 | 深度學習 EC114 3 節連堂 |
5 13:20–14:10 | |
6 14:20–15:10 |
* 根據陽明交大上課時間表所列
(1) To understand the maths of deep learning techniques (2) To familiarize with deep learning tools, such as PyTorch, TensorFlow, etc. (3) To understand the latest developments and applications of deep learning techniques (4) To develop practical working systems
Linear Algebra, Probability Theory, Machine Learning (suggested)
分組方式 2人/組(Paper and Final) 1人/組(Lab) 師資人力 指導教師3人 助教3人 (1) To submit final projects as academic papers (2) To hold exhibition to showcase final projects (3) To encourage students to participate in various challenges in the fields of computer vision, gaming, data analytics, etc.
Labs (done individually) 40%, Paper presentation (done in groups of 2 members) 20% Final project (done in groups of 2 members) 20% Final exam 20%
| 週次 | 主題 |
|---|---|
| 第 1 週 | A. Introduction |
| 第 2 週 | B. Machine Learning Basics■ Linear Algebra■ Probability and Information Theory■ Numerical Computation |
| 第 3 週 | C. Deep Networks■ Deep Feedforward Networks■ Convolutional Networks |
| 第 4 週 | ■ Convolutional Networks |
| 第 5 週 | ■ Convolutional Networks & Transfromers |
| 第 6 週 | ■ Recurrent and Recursive Nets & Regularization for Deep Learning |
| 第 7 週 | E. Deep Learning Research■ Linear Factor Models■ Autoencoders |
| 第 8 週 | No class |
| 第 9 週 | ■ Autoencoders■ Generative Adversarial Networks |
| 第 10 週 | ■ Generative Adversarial Networks |
| 第 11 週 | ■ Normalizing Flows |
| 第 12 週 | ■ Diffusion Models |
| 第 13 週 | ■ Monte Carlo Method |
| 第 14 週 | ■ Graph Convolutional Neural Networks |
| 第 15 週 | Paper Presentation |
| 第 16 週 | Paper Presenta |
| 第 17 週 | Final Exam |
| 第 18 週 |
1. I. Goodfellow, Y. Bengio, and A. Courville,Deep Learning, 1st Ed., MIT Press, Dec.2016 2. R. S. Sutton and A. G. Barto, Reinforcement Learning: An Introduction, Nov. 2017
- 聯絡方式
- 老師 彭文孝wpeng@cs.nctu.edu.tw 吳毅成icwu@cs.nctu.edu.tw 陳永昇yschen@cs.nctu.edu.tw 助教 謝宏笙 hongsheng.cs10g@nctu.edu.tw 劉子齊 jonathan.tcliu.en11@nycu.edu.tw