Week |
Date |
Topic |
Content |
Study |
1 |
2月18日 |
Course Introduction |
Definitions, scope, and challenges of digital humanities and AI; course expectations and structure. |
|
2 |
2月25日 |
Fundamentals of AI Technologies |
Digitization processes and methods in the humanities (text analysis, corpus studies, network analysis, etc.). |
Jänicke, Stefan, et al. "On Close and Distant Reading in Digital Humanities: A Survey and Future Challenges." EuroVis (STARs) 2015 (2015): 83-103. |
3 |
3月4日 |
Fundamentals of AI Technologies |
Introduction to AI tools, including LLMs, NLP and CV tools. |
|
4 |
3月11日 |
Fundamentals of AI Technologies |
Time series analysis, historical map generation, and data visualization tools. |
|
5 |
3月18日 |
The Allegory of the Cave |
Learning the Allegory of the Cave with AI |
|
6 |
3月25日 |
The Allegory of the Cave |
Using NLP to evaluate the quality of course reflection texts |
1. Devlin, J. (2018). Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805.2. Gou, J., Yu, B., Maybank, S. J., & Tao, D. (2021). Knowledge distillation: A survey. International Journal of Computer Vision, 129(6), 1789-1819. |
|
7 |
4月1日 |
Flexible |
8 |
4月8日 |
The Allegory of the Cave |
Correlation analysis between text quality and performance, and the problem of human bias |
|
9 |
4月15日 |
Guest Lecture |
(tentative) Topics related to education or philosophy |
|
10 |
4月22日 |
Richard III |
Who is Richard III? |
|
11 |
4月29日 |
Richard III |
Using Generative AI to uncover the mystery of Richard III |
Gao, Y., Xiong, Y., Gao, X., Jia, K., Pan, J., Bi, Y., ... & Wang, H. (2023). Retrieval-augmented generation for large language models: A survey. arXiv preprint arXiv:2312.10997. |
12 |
5月6日 |
NCCU Innofest |
Designing and planning projects that integrate digital humanities with AI technologies. |
|
13 |
5月13日 |
Along the River During the Qingming Festival |
History of Along the River During the Qingming Festival |
|
14 |
5月20日 |
校慶 |
15 |
5月27日 |
Along the River During the Qingming Festival |
Using CV technology to explore the content of Along the River During the Qingming Festival |
Minaee, S., Boykov, Y., Porikli, F., Plaza, A., Kehtarnavaz, N., & Terzopoulos, D. (2021). Image segmentation using deep learning: A survey. IEEE transactions on pattern analysis and machine intelligence, 44(7), 3523-3542. |
16 |
6月2日 |
NCCU Innofest |
Students present their final research projects and analysis reports. |
|
17 |
6月10日 |
Flexible |
18 |
6月17日 |
Final Course Review and Reflection |
Summarizing course insights, reflecting on learning outcomes, and exploring next steps for research or practice. |
|