Schedules subject to change, but change will be posted at least 1 week in advance.
| Date | Week | Topic | Reading | Optional reading | Others | ||
|---|---|---|---|---|---|---|---|
| 1/18/2022 | 1 | Introduction | |||||
| 1/20/2022 | Classification (NB) | JM 4 | |||||
| 1/25/2022 | 2 | Classification (Logistic Regression) | JM5.1-3,6 | hw1 (classifier) out | |||
| 1/27/2022 | Classification (FNN) | Collins:FNN | JM 7 | final project guideline out | |||
| 2/1/2022 | 3 | Backpropagation | Karpathy blog and JM 7.6 | StanfordNotes, ffnn.py | |||
| 2/3/2022 | Class Cancelled (weather) | ||||||
| 2/8/2022 | 4 | Sequence - HMM | Collins:HMMs | JM 8 | hw1 due and hw2 (sequence model) out | ||
| 2/10/2022 | Sequence - MEMM | Collins: MEMM | |||||
| 2/15/2022 | 5 | EM | Collins:EM | J&M | |||
| 2/17/2022 | MetaNLP | BitterLesson,Datasheet | |||||
| 2/22/2022 | 6 | Ethics in NLP / Dataset Design | Hovy16+ | ||||
| 2/24/2022 | Word Embeddings | JM6 | Word2Vec,GloVe | hw2 due and hw3 (data design) out | |||
| 3/1/2022 | 7 | Language Modeling | Collins:LM | ||||
| 3/3/2022 | Language Modeling | final project proposal due | |||||
| 3/8/2022 | 8 | Neural Network: Sequence modeling | JM 9 | ||||
| 3/10/2022 | Neural Network: Sequence modeling | JM 10 | |||||
| 3/15/2022 | 9 | Spring Break | hw3 due | ||||
| 3/17/2022 | Spring Break | ||||||
| 3/22/2022 | 10 | Neural Network: Sequence modeling | Transformer | CNN: Voita,Annotated.T | hw4 (qa) out | ||
| 3/24/2022 | Guest Lecture - Chenhao Tan | ||||||
| 3/29/2022 | 11 | Contextualized word embeddings | ELMo and BERT | ||||
| 3/31/2022 | Contextualized word embeddings | T5 | Bender21+ | ||||
| 4/5/2022 | 12 | Trees - Dependency parsing | JM14 | ||||
| 4/7/2022 | Trees - Constituency parsing | JM12,JM13,Collins:PCFG | hw4 due | ||||
| 4/12/2022 | 13 | Exam Recap | |||||
| 4/14/2022 | Exam (LOCATION: UTC 4.102) | ||||||
| 4/19/2022 | 14 | Question Answering | JM23.2-5 | ||||
| 4/21/2022 | Grounding | Bisk21+ | fp checkin | ||||
| 4/26/2022 | 15 | Guest Lecture - Peter Anderson | |||||
| 4/28/2022 | Machine Translation | Eisenstein18.1-3 | Collins,Fan21+ | ||||
| 5/3/2022 | 16 | ||||||
| 5/5/2022 | Discourse / Dialogue | JH22 | |||||
| 5/10/2022 | 17 | final project due | |||||
| 5/12/2022 | |||||||
| 5/17/2022 | 18 | ||||||
| ~ |