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Introduction and Logistics

M 3 Jan
Virtual Lecture (slides, notes); read, sign, and submit (through Canvas) the academic integrity document; read Eisenstein chapter 1; complete and evaluate A0

Classification and Multinomial Logistic Regression

W 5 Jan
Virtual Lecture (slides, up to slide 30); read Eisenstein chapter 2, appendix B, and (suggested) chapter 4; start A1; video from 2021 (with captions; transcript; slides)
Th 6 Jan
Virtual Section Gradient descent
F 7 Jan
Virtual Lecture (slides, up to slide 56)
M 10 Jan
Lecture (slides) [Quiz 1] is due at 12:30 pm deadline
Th 13 Jan
A1 is due at 11:59 pm deadline

Language Modeling

12 Jan
Lecture (slides, up to slide 32); read Eisenstein chapter 6, appendix A, and (suggested) chapter 3; start A2; video from 2021 (with captions; transcript; slides)
Th 13 Jan
Section Probability review; A1 is due at 11:59 pm deadline
F 14 Jan
Lecture (slides, up to slide 50)
M 17 Jan
No lecture (MLK holiday)
W 19 Jan
Lecture (slides, up to slide 95); A2 is due at 11:59 pm deadline; start A3
Th 20 Jan
SectionNeural language models
F 21 Jan
Lecture (slides, up to slide 122); CSE 517 project proposal is due at 11:59 pm deadline
M 24 Jan
Lecture (slides)
F 28 Jan
A3 is due at 11:59 pm deadline

Vector Embeddings

W 26 Jan
Lecture (slides, up to slide 20); read Eisenstein chapter 14 and (suggested) chapter 5; start A4; video from 2021 (with captions; transcript; slides)
Th 27 Jan
Section PyTorch
F 28 Jan
Lecture (slides, up to slide 40); CSE 447 project checkpoint 1 is due at 11:59 pm deadline; A3 is due at 11:59 pm deadline
M 31 Jan
Lecture (slides, up to slide 62)
W 2 Feb
Lecture (slides)
Th 3 Feb
Section Vector embeddings
F 4 Feb
A4 is due at 11:59 pm deadline; start A5

Morphology and Weighted Finite-State Transducers

F 4 Feb
Lecture (slides, up to slide 36); read Eisenstein sections 9.0 and 9.1; video from 2021 (with captions; transcript; slides); A4 is due at 11:59 pm deadline
M 7 Feb
Lecture (slides)
Th 10 Feb
Section Finite-state machines
F 11 Feb
A5 is due at 11:59 pm deadline

Sequence Labeling and Conditional Random Fields

W 9 Feb
Lecture (slides, up to slide 45); read Eisenstein chapters 7 and 8; video from 2021 (with captions; transcript; slides)
F 11 Feb
Lecture (slides, up to slide 90); A5 is due at 11:59 pm deadline; start A6
M 14 Feb
Lecture (slides)
T 15 Feb
CSE 447 project checkpoint 2 is due at 11:59 pm deadline
Th 17 Feb
Section Conditional random fields
F 18 Feb
A6 is due at 11:59 pm deadline; start A7

Syntax, Semantics, and Linguistic Structure Prediction

W 16 Feb
Lecture (slides, up to slide 25); read Eisenstein chapters 10 and 12, (suggested) 11 and 13; video from 2021 (with captions; transcript; slides)
F 18 Feb
Lecture (slides, up to slide 67); A6 is due at 11:59 pm deadline; start A7
M 21 Feb
No lecture (university holiday)
T 22 Feb
Quiz 7 is due at 11:59 pm deadline;
W 23 Feb
Lecture (slides, up to slide 97); CSE 517 project version 1 is due at 11:59 pm deadline
Th 24 Feb
Section Linguistic structure prediction
F 25 Feb
Lecture (slides); A7 is due at 11:59 pm deadline; start A8
M 28 Feb
CSE 447 project checkpoint 3 is due at 11:59 pm deadline
F 4 Mar
A8 is due at 11:59 pm deadline

Translation and Sequence-to-Sequence Models

M 28 Feb
Lecture (slides, up to slide 31); read Eisenstein chapter 18; video from 2021 (with captions; transcript; slides); CSE 447 project checkpoint 3 is due at 11:59 pm deadline

T 1 Mar: Quiz 8 is due at 11:59 pm deadline

W 2 Mar
Lecture (slides, up to slide 66)
Th 3 Mar
Section Machine translation
F 4 Mar
Lecture (slides); A8 is due at 11:59 pm deadline; start A9
F 11 Mar
A9 is due at 11:59 pm deadline

Bonus Topics and Finale

M 7 Mar
Guest lecture by Sofia Serrano on interpretability in current NLP (slides)
T 8 Mar
Quiz 9 is due at 11:59 pm deadline
W 9 Mar
Guest lecture by Hila Gonen on gender bias in NLP models (slides)
Th 3 Mar
Section Neural Machine Translation
F 11 Mar
Final lecture (slides); A9 is due at 11:59 pm deadline
M 14 Mar
CSE 447 project checkpoint 4 (final report) is due at 11:59 pm deadline; CSE 517 project version 2 (final report) is due at 11:59 pm deadline