Date | In-Class Topic | Assignment Due |
Mon 29. Aug | Introduction to the course,
Probability, and Python |
|
|
|
Lecture:
Optional Readings (Background):
|
Wed 31. Aug | Workshop: Git, Toolkits, Worksheets, First Homework | |
|
|
|
Mon 5. Sep | No Class: Labor Day! | |
Wed 7. Sep | Language Modeling | |
|
Lecture:
Readings:
|
Fri 9. Sept | HW 0 | Limericks |
Mon 12. Sep | Classification | |
|
|
Lecture:
Readings:
|
Wed 14. Sep | Workshop: Logistic Regression | |
|
Fri 16. Sept | HW 1 | Language Model |
Mon 19. Sep | Part of Speech | |
|
|
Lectures:
Readings:
|
Wed 21. Sep | Deep Learning Crash Course | |
|
|
Lecture:
Readings:
|
Fri 23. Sept | HW 2 | Classification |
Mon 26. Sep | Workshop: Pytorch | |
|
Wed 28. Sep | Semantics |
|
|
Lecture:
|
Fri 29. Sept | HW 3 |
Deep
Averaging Networks
|
Mon 3. Oct | Parsing |
|
|
Lectures:
Readings:
|
Wed 5. Oct | Workshop: Parsing |
|
|
Fri 7. Oct | HW 4 |
Semantics
|
Mon 10. Oct | Neural Language Models I | |
|
|
Lectures:
|
|
Readings:
|
Wed 12. Oct | Workshop: LSTM | |
Mon 17. Oct | Neural Language Models II | |
|
Lectures:
Readings:
|
Wed 19. Oct | Slack Day: Project Brainstorming | |
|
Fri 21. Oct | HW 5 |
Parsing
|
Mon 24. Oct | Feature Engineering | |
|
Lecture:
Readings:
|
Wed 26. Oct | Midterm Review | |
Mon 31. Oct | Midterm | |
Wed 2. Nov | Application: Topic Modeling |
|
|
Lecture:
Optional Lectures:
Readings:
|
Fri 4. Nov | Project Proposal Due | Proposal |
Mon 7. Nov | Application: Named Entities / Entity Linking / Coreference | |
|
Lecture:
Readings:
|
Wed 9. Nov | Workshop: Fine-Tuning | |
|
Fri 11. Nov | HW 7 | Fine Tuning |
Mon 14. Nov | Application: Machine Translation | |
|
Lecture:
Readings:
|
Wed 16. Nov | Project Office Hours (Online w/
JBG), Topic Modeling Workshop in Class w/ TAs | |
Fri 18. Nov | HW 8 | Topic
Model |
Mon 21. Nov | Application: Question Answering I | |
|
|
Videos:
Readings:
|
Mon 28. Nov | Application: Question Answering II | |
|
Videos:
Readings:
|
Wed 30. Nov | Careers in NLP | |
|
Videos:
|
Mon 5. Dec | Ethical/Explainable AI | |
|
Videos:
Reading:
|
Wed 7. Dec | AMA | |
|
No videos or reading, we'll talk about whatever you want to talk about
(except religion or politics).
|
Mon 12. Dec | Paper Clinic (Online Only) | |
|
|
Videos:
Most Importantly: Have a draft of your report!
|
Tue 20. Dec 1:30pm - 3:30pm | Final Poster Session | |
|