115 Fall - ADL, NTU CSIE

Course Information

   Yun-Nung (Vivian) Chen
   Physical (R103) / Virtual (YT Video)
   Monday 14:20 - 17:10

Date	Lecture	Recitation	Note
自學 / 先修	Introduction [ 1.1] [ 1.2] [ 1.3] Neural Network Basics [ 2.1] [ 2.2] [ 2.3] [ 2.4] Backpropagation [ 2.5]		HW 0
2026/09/07	Course Logistics [ 0] Sequence Modeling [ 3.1] [ 3.2] [ 3.3] [ 3.4]	Dev Infra & Tooling [ PyTorch] [ Debugging]	Physical
2026/09/07	Guest Lecture by Dr. Eugene Yang [form] [video]		Physical
2026/09/14	Attention Mechanism Transformer Tokenization BERT	NLP Lifecycle [ Step by Step] [Colab]	Physical HW 1 [ hw 1]
彈性補充	Word Embeddings [ Intro] [ Word2Vec] [ Training] [ Variants] [ GloVe] [ Eval] BERT Variants [ Pretraining] [ XLNet] [ RoBERTa] [ mBERT]		Virtual
2026/09/21	Pretraining & Prompt Learning	Underlying Logics of Projects [ Step by Step]	Physical
2026/09/28	教師節 Break
2026/10/05	Retrieval-Augmented Generation	LLM Basics & MoE [ Basics] [ Architecture] [ MoE]	Physical HW 2
2026/10/12	Post-Training LLM Adaptation	LLM LoRA Training [ LoRA]	Physical HW 3
2026/10/19	NLG Decoding NLG Evaluation	LLM Inference & Evaluation [ Infer & Eval]	Virtual
2026/10/26	台灣光復 Break
2026/11/02	Final Project Announcement	LLM Deployment [ Deployment]	Physical
2026/11/09	Alignment: Safety, Fairness, Factuality		Physical
2026/11/16	Language Agents		Physical
2026/11/23	Human-AI Interaction
2026/11/30	Personalization, Reasoning		Physical
2025/12/07	Knowledge, Multimodality		Physical
2026/12/14	Final Project Due

The assignments should be submitted via NTU COOL.
NO LATE SUBMISSION IS ALLOWED!

Please send your questions to adl-ta@csie.ntu.edu.tw.
Please make sure the title of your mail starts with [ADL2026].

Role	Name	Work	Location
TA	施泳瑜	HW 1	R524
TA	彭紀綸	HW 2	R524
TA	陳剛詰	HW 2	R524
TA	張文毓	HW 3	R524
TA	張正穎	HW 3	R524
TA	陳妍姍	Project	R524
TA	譚智睿	Project	R524
TA	鄧昱辰	Project	R524