| Aug. 26, Aug. 28 |
Introduction, |
Slides |
No class on Aug. 28; Homework 00 |
| Sep. 2, Sep. 4 |
Text classification I |
Slides |
Demo Code |
| Sep. 9, Sep. 11 |
Text Classification I, Language Modeling |
Slides |
Demo Code |
| Sep. 16, Sep. 18 |
Language Modeling: n-gram LMs, Text Classification II: Neural Network Classifiers |
Slides |
Homework 01 |
| Sep. 23, Sep. 25 |
Word embeddings: LSA |
Slides |
|
| Sep. 30, Oct. 2 |
Word embeddings: Word2vec |
Slides |
|
| Oct. 7, Oct. 9 |
Language modeling: Neural LMs |
Slides |
Homework 02 |
| Oct. 16 |
Statistical machine translation |
|
Oct. 14: Reading Day |
| Oct. 21, Oct. 23 |
Sequence-to-sequence Models, Text Generation |
|
|
| Oct. 28, Oct. 30 |
Transformers, GPT, and BERT |
|
|
| Nov. 4, Nov. 6 |
|
|
EMNLP 2025; No class |
| Nov. 11, Nov. 13 |
Parameter-efficient Fine-tuning, Instruction Tuning |
|
|
| Nov. 18, Nov. 20 |
In-context Learning, LLM Practice |
|
|
| Nov. 25 |
LLMs for Agentic AI |
|
Nov. 27: Thanksgiving Recess |
| Dec. 2, Dec. 4 |
NLP Applications: AI for Science |
|
|
| Dec. 9 |
|
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