Machine Learning 2025 Spring

3

因放假TA hour線上舉行，詳細已公告於ntucool

詳細已公告於ntucool課程內容之加分作業區

Date	Topic	Class 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
4/25	AI 推理能力哪裡來
5/2	模型編輯
5/9	Tomofun 團隊演講 (業界經驗分享)
5/16	模型融合
5/23	生成策略
5/30	國定假日
6/6	期末考週

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.

#	Date	Topic	Code	Platform	Deadline (UTC+8)	TA
x	2/21	Colab and Kaggle Tutorial		N/A	N/A	李冠儀、許景淯
x	2/21	PyTorch Tutorial	N/A	N/A	N/A	N/A
x	2/21	JudgeBoi Guide	N/A	N/A	N/A	吳典叡
HW 1	2/21	AI Agent1 -- RAG			03/21/2025 23:59	陳宥林、馮柏翰、劉建蘴
HW 2	3/7	AI Agent2			03/28/2025 23:59	林毓翔、李晨安、上官世昀
HW 3	3/14	Understand Transformer			04/04/2025 23:59	傅啟恩、李冠儀、許景淯
HW 4	3/21	Training Transformer			04/11/2025 23:59	李晨安、林毓翔、林熙哲
HW 5	3/28	Fine tune is powerful			04/18/2025 23:59	上官世昀、陳又華、鄭席鈞
HW 6	4/18	Fine-tuning leads to Forgetting
HW 7	5/2	RLHF
HW 8	5/9	Model Editing
HW 9	5/16	Model Merging
HW 10	5/23	Diffusion

* 請同學來信務必依照正確寄信格式，並請善用NTU Cool討論區