人本計算實驗
Human Centric Computing Lab (HCC Lab)
| 節 | 週四 |
|---|---|
N 12:20–13:10 | 人本計算實驗 EE632（光復） 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
Human-Centric Computing (HCC) is the science of decoding human behaviors. HCC seeks to provide a computational account of aspects of human behavior ranging from interaction patterns to individual emotion expression using techniques drawn from both signal processing and machine learning. However, the complexity of this new domain necessitates alterations to common data collection, modeling techniques and computing capability (including cloud computing). In this laboratory, we will cover the techniques that underlie the state-of-the-art systems in the human-centric computing field. Students will develop a critical understanding of HCC systems ranging from deep learning, UAV control, brain computer interaction and state estimation. The course evaluation will include weekly homework and two team competitions.
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無備註
References: [1] MIT News “Continuing the legacy: Assistive technologies at MIT” http://news.mit.edu/2014/continuing-seth-teller-legacy-assistive-technologies-mit-0910 [2] http://in.sight.srl/arianna/ [3] Sohl-Dickstein J, Teng S, Gaub B, Rodgers C, Li C, DeWeese M, Harper N. A device for human ultrasonic echolocation. IEEE Trans Biomed Eng 2015, 62:1526–1534 http://people.csail.mit.edu/santani/PDFs/Sohl-Dickstein_Teng_etal_2015_TBME [4] New York Times “A Blind Runner and His Very Good Boy” https://www.nytimes.com/2017/10/24/nyregion/a-blind-runner-and-his-guide-dog.html [5] http://projects.csail.mit.edu/bocelli/education-outreach.html [6] https://vimeo.com/album/3693275/video/148321134 [7] https://vimeo.com/album/4285286/video/195616573
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| 週次 | 主題 |
|---|---|
| 第 1 週 | 課程說明與互動活動Syllabus, Experience Sharing & ampamp Introduction to HCC 2025-02-20(四) |
| 第 2 週 | UAV Control with socket programming 2025-02-27(四) |
| 第 3 週 | UAV Communication with video streaming and multi-UAV communication 2025-03-06(四) |
| 第 4 週 | UAV Computing 2025-03-13(四) |
| 第 5 週 | Lab: Machine Learning with PyTorch-I 2025-03-20(四) |
| 第 6 週 | Lab: Machine Learning with PyTorch-II 2025-03-27(四) |
| 第 7 週 | Lab: Machine Learning with PyTorch-III 2025-04-03(四) |
| 第 8 週 | Integration of AI and UAV Control 2025-04-10(四) |
| 第 9 週 | 期中考 - Competition I: AI + UAV Control 2025-04-17(四) |
| 第 10 週 | Brain Computer Interface (BCI) 2025-04-24(四) |
| 第 11 週 | BCI+UAV-I 2025-05-01(四) |
| 第 12 週 | BCI+UAV-II 2025-05-08(四) |
| 第 13 週 | State Estimation 2025-05-15(四) |
| 第 14 週 | State Estimation 2025-05-22(四) |
| 第 15 週 | State Estimation 2025-05-29(四) |
| 第 16 週 | (Final Week) Integration of all. 2025-06-05(四) |
| 第 17 週 | 期末考 - Competition II 2025-06-12(四) |
| 第 18 週 | (Optional) 2025-06-19(四) |
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