深度學習實驗
Deep Learning Labs
| 節 | 週二 |
|---|---|
A 18:30–19:20 | 深度學習實驗 EC114 3 節連堂 |
B 19:30–20:20 | |
C 20:30–21:20 |
* 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 3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.
Part I (3 credits) - 深度學習 4 Labs (including Labs 0, 2, 5, and 6) (done individually) 80% Final exam 20% Part II (3 credits) - 深度學習與實務 4 Labs (including Labs 1, 3, 4, and 7) 50% Paper presentation (done in groups of 3 members) 25% Final project (done in groups of 3 members) 25%
| 週次 | 主題 |
|---|---|
| 第 1 週 | 介紹與機器學習基礎 (Introduction & Machine Learning Basics) |
| 第 2 週 | 深度網路 (Deep Networks ) |
| 第 3 週 | 卷積神經網路 (Convolutional Networks) |
| 第 4 週 | Transformers |
| 第 5 週 | Introduction to Reinforcement Learning |
| 第 6 週 | 線性因子模型與自動編碼器 (Linear Factor Models & Autoencoders) 遞迴與循環神經網路 (Recurrent and Recursive Nets) |
| 第 7 週 | No class |
| 第 8 週 | Valued Based Reinforcement Learning |
| 第 9 週 | 擴散模型 (Diffusion Models) |
| 第 10 週 | 規範化流程 (Normalizing Flows) |
| 第 11 週 | Policy-based Reinforcement Learning |
| 第 12 週 | Offline RL |
| 第 13 週 | 論文報告 (Paper presentation) |
| 第 14 週 | 論文報告 (Paper presentation) |
| 第 15 週 | 期末考試 (Final Exam) |
| 第 16 週 | 期末專題發表 (Final project presentation) |
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. 2020
- 聯絡方式
- 老師 彭文孝wpeng@cs.nctu.edu.tw 陳永昇yschen@cs.nctu.edu.tw 謝秉均pinghsieh@cs.nycu.edu.tw 助教 曾昱仁alan.cs12@nycu.edu.tw 何承原kelvinhe0218@gmail.com 楊賀弼mrrrimge32.cs13@nycu.edu.tw