Date | In-Class Topic | Assignment Due |
Tue 31. Aug | Introducing the Course and
Linguistic Concepts |
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Lecture:
Optional Readings:
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Thu 2. Sep | Information Retrieval / tf-idf | |
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Lecture:
Readings:
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Tue 7. Sep | Logistic Regression Intro [רֹאשׁ הַשָּׁנָה] | |
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Lecture:
Readings:
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Lecture:
Readings:
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Fri 10. Sep | Homework Due | tf-idf |
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Thu 14. Sep | Stochastic Gradient Descent [יוֹם כִּיפּוּר] | |
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Lecture:
Readings:
Is there only really one lecture? Yes, because this is a difficult
but super important concept. Make sure you understand it!
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Tue 14. Sep | Project Framework | |
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Lectures:
Readings:
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Fri 17. Sep | Homework
Due | tf-idf Guesser |
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Tue 21. Sep | Distributional Semantics (Word2Vec) |
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Lecture:
Readings:
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Thu 23. Sep | Neural Networks for Language | |
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Lecture:
Readings:
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Fri 24. Sep | Homework
Due | Stochastic
Gradient Descent |
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Tue 28. Sep | Deep Learning Frameworks | |
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Lecture:
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Thu 30. Sep | Expo Match I (Students) | |
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Fri 1. Oct | Homework Due | Pytorch Logistic Regression |
Tue 5. Oct | History of Question Answering | |
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Thu 7. Oct | Neural Sequence Models | |
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Lecture:
Readings:
This material will not be on the midterm.
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Tue 12. Oct | Midterm Review |
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Thu 14. Oct | Midterm | |
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Tue 19. Oct | Modern QA | |
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Lecture:
Readings:
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The 21. Oct | Transformer Language Models | |
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Lecture:
Reading:
Exercise:
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Fri 22. Oct | Homework Due | Buzzer Feature Engineering |
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Tue 26. Oct | Expo Match II: Course Staff | |
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Thu 28. Oct | Entity-centric NLP | |
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Lecture:
Lecture:
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Fri 29. Oct | Homework Due | Project Proposal Due |
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Tue 2. Nov | Transformers for QA | |
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Lecture:
Reading:
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Thu 4. Nov | Constituency Syntax | |
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Lecture:
Readings:
Super old video, I know, but there's nothing really wrong with it. I
can't bring myself to redo it.
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Fri 5. Nov | Homework Due | Deep Averaging Networks | |
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Tue 9. Nov | Dependency Syntax | |
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Lecture:
Readings:
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Thu 11. Nov | Machine Translation | |
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Lecture:
Readings:
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Fri 12. Nov | HW Due |
Run a QA Model
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Tue 16. Nov | Topic Models | |
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Lecture:
Readings:
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Thu 18. Nov | Expo Match III: MAQT | |
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Fri 19. Nov | Homework Due | Project Deliverable |
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Tue 23. Nov | Proposal Workshop (join via Zoom!) | |
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Thu 25. Nov | Thanksgiving | |
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Tue 30. Nov | Advanced QA: Fact Checking | |
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Videos:
Readings:
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Thu 2. Dec | AMA | |
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Possible Topics:
Readings:
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Tue 7. Dec | Midterm Review | |
Thu 9. Dec | Midterm II | |
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