Below are the links to all slides covered in class. Slides will be posted as soon as they are available.
Lecture # | Date | Topic | Slides | Recording | Quiz |
---|---|---|---|---|---|
0 | 5 Sept | NLP Intro: Brief History and Context | Slides | Recording | Quiz 0 |
1 | 10 Sept | Tasks and Benchmarks | Slides | Recording | Quiz 1 |
2 | 12 Sept | BOW Text Classifiers | Slides | Recording | Quiz 2 |
3 | 17 Sept | Distributional Hypothesis & Word Embeddings | Slides | Recording | Quiz 3 |
4 | 19 Sept | Topic Modeling | Slides | Recording | Quiz 4 |
5 | 24 Sept | Statistical Machine Translation | Slides | Recording | Quiz 5 |
6 | 26 Sept | Language Modeling Basics | Slides | Recording | Quiz 6 |
7 | 1 Oct | Neural Architectures Part 1: MLPs, RNNs and Word Embeddings | Slides | Recording | Quiz 7 |
8 | 3 Oct | Neural Architectures Part 2: LSTMs and Transformers | Slides | Recording | Quiz 8 |
9 | 8 Oct | Guest Lecture: Will Louis [ZOOM] | Recording | ||
10 | 10 Oct | Transformers contd. [ZOOM] | Recording | ||
11 | 15 Oct | Pretrained Language Models | Slides | Recording | Quiz 9 |
12 | 17 Oct | Prompting and Post-Training | Slides | Recording | Quiz 10 |
13 | 22 Oct | Prompting and Post-Training contd. | Slides | Recording | |
14 | 24 Oct | NO CLASS | |||
15 | 29 Oct | Morphology, Tokenization | Slides | Recording | Quiz 11 |
16 | 31 Oct | Lexicon (Part of Speech, Word Sense) | Slides | Recording | Quiz 12 |
5 Nov | NO CLASS: Election Day | ||||
17 | 7 Nov | Grammars and Parsing | Slides | Recording | Quiz 13 |
18 | 12 Nov | Semantic Representations and Parsing | Slides | Recording | Quiz 14 |
19 | 14 Nov | Interpretability/Midterm Review | Recording | ||
20 | 19 Nov | Midterm Review | Recording | ||
21 | 21 Nov | MIDTERM! | |||
26 Nov | NO CLASS: Thanksgiving | ||||
28 Nov | NO CLASS: Thanksgiving | ||||
22 | 3 Dec | Multimodal LLMs and LLMs for non-language tasks | |||
23 | 5 Dec | Evaluation and Benchmarking Revisited |