視覺大數據的深度學習
Deep Learning for Big Visual Data
| 節 | 週一 | 週三 | 週五 |
|---|---|---|---|
5 13:20–14:10 | 視覺大數據的深度學習 A305（光復） 4 節連堂 | 視覺大數據的深度學習 A305（光復） 4 節連堂 | 視覺大數據的深度學習 A305（光復） 4 節連堂 |
6 14:20–15:10 | |||
7 15:30–16:20 | |||
8 16:30–17:20 |
* 根據陽明交大上課時間表所列
Providing students with the fundamental skills and hands-on experience in applying the deep learning theories learned to various image/video/radar/lidar processing applications based on cloud based CPU/GPU computing resources. The course also involves weekly projects using provided real-world training and testing data (75%), and classic papers reading assignments (one for each project) (25%), for students’ deep learning designs and report writing.
1. Python programming 2. Basic Statistics 3. Basic Optimization Methods 4. Signal and Image Processing 5. experienced deep learning and GPU users (e.g., Google Colab, Pytorch)
無備註
需自備筆電
4 Google Colab deep learning projects (25%/each)，Each project involves one classic papers reading reports
教師未提供此項資料
| 週次 | 主題 |
|---|---|
| 第 1 週 | 2026-07-06(一),2026-07-08(三),2026-07-10(五) |
| 第 2 週 | 2026-07-13(一),2026-07-15(三),2026-07-17(五) |
| 第 3 週 | 2026-07-20(一),2026-07-22(三),2026-07-24(五) |
| 第 4 週 | Machine Learning to Artificial Intelligence Learning Convolution Neural Networks (CNNs) and Object Classification Weekly Projects: Guided Hands-on Learning 2026-07-27(一),2026-07-29(三),2026-07-31(五) 時數：[2026-07-20]待聘(4.00) |
| 第 4 週 | Machine Learning to Artificial Intelligence Learning Convolution Neural Networks (CNNs) and Object Classification Weekly Projects: Guided Hands-on Learning 2026-07-27(一),2026-07-29(三),2026-07-31(五) 時數：[2026-07-22]待聘(4.00) |
| 第 4 週 | Machine Learning to Artificial Intelligence Learning Convolution Neural Networks (CNNs) and Object Classification Weekly Projects: Guided Hands-on Learning 2026-07-27(一),2026-07-29(三),2026-07-31(五) 時數：[2026-07-24]廖元甫(4.00) |
| 第 5 週 | Object Detection and Video Object Tracking Image Segmentation and Human Pose Estimation Weekly Projects: Guided Hands-on Learning 2026-08-03(一),2026-08-05(三),2026-08-07(五) 時數：[2026-07-27]待聘(4.00) |
| 第 5 週 | Object Detection and Video Object Tracking Image Segmentation and Human Pose Estimation Weekly Projects: Guided Hands-on Learning 2026-08-03(一),2026-08-05(三),2026-08-07(五) 時數：[2026-07-29]待聘(4.00) |
| 第 5 週 | Object Detection and Video Object Tracking Image Segmentation and Human Pose Estimation Weekly Projects: Guided Hands-on Learning 2026-08-03(一),2026-08-05(三),2026-08-07(五) 時數：[2026-07-31]廖元甫(4.00) |
| 第 6 週 | Generative Adversarial Learning for Image Generation Transformer for Language and Visual Applications Weekly Projects: Guided Hands-on Learning 2026-08-10(一),2026-08-12(三),2026-08-14(五) 時數：[2026-08-03]待聘(4.00) |
| 第 6 週 | Generative Adversarial Learning for Image Generation Transformer for Language and Visual Applications Weekly Projects: Guided Hands-on Learning 2026-08-10(一),2026-08-12(三),2026-08-14(五) 時數：[2026-08-05]待聘(4.00) |
| 第 6 週 | Generative Adversarial Learning for Image Generation Transformer for Language and Visual Applications Weekly Projects: Guided Hands-on Learning 2026-08-10(一),2026-08-12(三),2026-08-14(五) 時數：[2026-08-07]廖元甫(4.00) |
| 第 7 週 | Diffusion for Image and Video Generation Artificial Spatial Intelligence in 3D World Weekly Projects: Guided Hands-on Learning 2026-08-17(一),2026-08-19(三),2026-08-21(五) 時數：[2026-08-10]待聘(4.00) |
| 第 7 週 | Diffusion for Image and Video Generation Artificial Spatial Intelligence in 3D World Weekly Projects: Guided Hands-on Learning 2026-08-17(一),2026-08-19(三),2026-08-21(五) 時數：[2026-08-12]待聘(4.00) |
| 第 7 週 | Diffusion for Image and Video Generation Artificial Spatial Intelligence in 3D World Weekly Projects: Guided Hands-on Learning 2026-08-17(一),2026-08-19(三),2026-08-21(五) 時數：[2026-08-14]廖元甫(4.00) |
| 第 8 週 | 2026-08-24(一),2026-08-26(三),2026-08-28(五) |
Lecture notes and reading references available before classes
- 地點
- 教師未提供此項資料
- 時間
- 教師未提供此項資料
- 聯絡方式
- 黃正能老師hwang@uw.edu 廖元甫老師yfliao@nycu.edu.tw