Machine Learning 2025 Spring
News
20
May
Nvidia 演講上傳
演講已上傳至ntucool week 13
10
May
Bonus competition 期限延長
Bonus competition已延長一週，請於下方作業區查看。
23
Mar
加分作業公布
詳細已公告於ntucool課程內容之加分作業區
Content
| Date | Topic | Class Material | Extra Material | Optional Material |
|---|---|---|---|---|
| 2/21 | 一堂課搞懂生成式AI |
機器學習2025規則說明
ppt /
pdf
機器學習2025課程介紹 / ppt / pdf |
||
| 2/28 | 國定假日 | |||
| 3/7 | AI Agent | AI Agent / ppt / pdf | ||
| 3/14 | 剖析大型語言模型內部運作邏輯 | model inside / ppt / pdf | ||
| 3/21 | Mamba | Mamba ppt / pdf | 教育部AI cup 說明會（蔡宗翰老師） | |
| 3/28 | 大型語言模型的神奇能力哪裡來 | Pretrain Alignment ppt / pdf | 如何在多張GPU上訓練大型模型（王秀軒助教授課) | |
| 4/4 | 國定假日 | |||
| 4/11 | 期中考週 | |||
| 4/18 | 如何正確微調模型 | Post-training and Forgetting ppt / pdf | ||
| 4/25 | AI 推理能力哪裡來 | Reasoning ppt / pdf | ||
| 5/2 | 模型編輯 |
reason_eval
ppt /
pdf
reason_shorter ppt / pdf edit ppt / pdf |
||
| 5/9 | Tomofun 團隊演講 (業界經驗分享) | |||
| 5/16 | 模型融合 | Model merging ppt / pdf | NVIDIA 團隊演講 (RAG + Reasoning) | |
| 5/23 | 生成策略 | Speech ppt / pdf | ||
| 5/30 | 國定假日 | |||
| 6/6 | 期末考週 |
Homework
The information here is tentative and subject to change. Please read the requirement of each homework before deadline.
- You should NOT plagiarize, if you use any other resource, you should cite it in the reference.
- You should NOT modify your prediction files manually.
- Do NOT share codes or prediction files with any living creatures.
- Your final grade x 0.9 and get a score 0 for that homework if you violate any of the above rules first time (within a semester)
- Your will get F for the final grade if you violate any of the above rules multiple times (within a semester).
- Prof. Lee & TAs preserve the rights to change the rules & grades.
Contact
Email: ntu-ml-2025-spring-ta@googlegroups.com
* 請同學來信務必依照正確寄信格式，並請善用NTU Cool討論區