深度學習於生醫應用
Deep Learning in Biomedical Applications
學期
109-2
學分
2
學分
當期課號
B837
永久課號
B1804
開課單位
生物醫學資訊研究所
授課教師
鍾翊方、黃彥華
校區
陽明
類別
選修
上課時間表
| 節 | 週四 |
|---|---|
5 13:20–14:10 | 深度學習於生醫應用 YR103 2 節連堂 |
6 14:20–15:10 |
* 根據陽明交大上課時間表所列
週次計畫
| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction to Deep Learning |
| 第 2 週 | Deep Learning for Medical Image Applications: Classification (I) |
| 第 3 週 | Deep Learning for Medical Image Applications: Classification (II) |
| 第 4 週 | Deep Learning for Medical Image Applications: Object Detection (I) |
| 第 5 週 | Deep Learning for Medical Image Applications: Object Detection (II) |
| 第 6 週 | Deep Learning for Medical Image Applications: Segmentation |
| 第 7 週 | Generative Adversarial Networks for Synthetic Data Generation |
| 第 8 週 | Generative Adversarial Networks for Data Transformation |
| 第 9 週 | Generative Adversarial Networks for Segmentation |
| 第 10 週 | Generative Adversarial Networks for Anomaly Detection |
| 第 11 週 | Deep Learning for Biomedical Signal Processing |
| 第 12 週 | Deep Learning for Gene Expression Data (I) |
| 第 13 週 | Deep Learning for Gene Expression Data (II) |
| 第 14 週 | Deep Learning for Text Mining & Natural Language Processing |
| 第 15 週 | Final project presentation |
| 第 16 週 | Final project presentation |
| 第 17 週 | Supplement |
| 第 18 週 | Supplement |