16-Jan | Introduction |
18-Jan | Representing Words |
23-Jan | Language Modeling |
25-Jan | Sequence Encoding |
30-Jan | Transformers |
01-Feb | Generation Algorithms Assgn-1 out |
06-Feb | Prompting |
08-Feb | NLP Tasks and Instruction Tuning |
13-Feb | Experimental Design and Human Annotation |
15-Feb | Retrieval and RAG Assgn-1 due Assgn-2 out |
20-Feb | Distillation and Quantization |
22-Feb | Reinforcement Learning |
27-Feb | Debugging and Interpretation Techniques |
29-Feb | Ensembling and Mixture of Experts Assgn-3,4 out |
05-Mar | Spring Break |
07-Mar | Spring Break |
12-Mar | Tour of Modern Large Language Models Assgn-2 due |
14-Mar | Long Sequence Models |
19-Mar | Code Generation |
21-Mar | Complex Reasoning - Guest Lecture by Emmy |
26-Mar | Bias and Fairness in AI - Guest Lecture by Maarten Sap |
28-Mar | Language Agents Assgn-3 due |
02-Apr | Knowledge-based QA and Information Extraction |
04-Apr | Linguistics and Computational Linguistics |
09-Apr | Multilingual NLP |
11-Apr | Spring Carnival |
16-Apr | Guest Lecture - Hao Zhang |
18-Apr | Guest Lecture - Akari Asai |
23-Apr | Posters |
25-Apr | Posters |
29-Apr | Assgn-4 due |