COMP 5300: Deep Learning for NLP -- Spring 2023

Class schedule

This schedule is tentative and subject to change. Please check back here often.

Date Lecture topic Slides / Handouts Homework
1/19 Week 1: Intro to NLP Lecture 1
1/26 Week 2: Lexical embeddings Lecture 2 Homework #1
2/2 Week 3: Neural networks 101 Lecture 3 Homework #2: Word2vec.
2/9 Week 4: Neural networks 201 Lecture 4 Python code style quiz, due Mon Feb 13 before class
Homework #3, due Thu Feb 16 before class
2/16 Week 5: Neural networks 301
(activation functions and initializations)
Lecture 5
Notebook
2/23 Week 6: Attention mechanism
3/2 Week 7: Sequence-to-sequence models
3/9 No class -- Spring recess
3/16 Week 8: Transfer learning in NLP
3/23 Week 9: Pre-training variants
3/30 Week 10: Effects of scale in NLP
4/6 Week 11
4/13 Week 12
4/20 Week 13
4/27 Week 14