Date | Topic | Readings (starred=graduate level) |
---|---|---|
Aug 26 |
Introduction
[Video] [Youtube] |
|
Aug 28 |
Basics in Language and Probability
[Video] [Youtube] |
|
Sep 02 |
Language Models
[Video] [Youtube] |
|
Sep 04 |
IBM Model 1 and the EM Algorithm
[Video] [Youtube] |
|
Sep 09 |
Phrase-Based Models and Decoding
[Video] [Youtube] [Video 2] [Youtube 2] [Demo] |
|
Sep 11 |
Evaluation
[Video] [Youtube] |
|
Sep 16 |
Introduction to Neural Networks
[Video] [Youtube] |
|
Sep 18 |
Computation Graphs
[Video] [Youtube] |
|
Sep 23 |
Neural Language Models
[Video] [Youtube] |
|
Sep 25 |
Neural Translation Models
[Video] [Youtube] |
|
Sep 30 |
Decoding in Neural Translation Models
[Video] [Youtube] |
|
Oct 02 |
Machine Learning Tricks
[Video] [Youtube] |
|
Oct 07 |
Alternative Architectures
[Video] [Youtube] |
|
Oct 09 |
Linguistic Intermezzo
[Video] [Youtube] [Video 2] [Youtube 2] |
|
Oct 14 |
Beyond Parallel Data
[Video] [Youtube] |
|
Oct 21 | Large Language Models |
|
Oct 23 |
Adaptation
[Video] [Youtube] |
|
Oct 28 | Preference Training and Agents | |
Oct 30 |
Current Challenges
[Video] [Youtube] |
|
Nov 04 |
Corpus Acquisition from the Internet
[Video] [Youtube] |
|
Nov 06 |
Analysis and Visualization
[Video] [Youtube] |
|
Nov 11 |
Computer Aided Translation
[Video] [Youtube] |
|
Nov 13 | Speech Translation | |
Nov 18 | Project Presentations | |
Nov 20 | Project Presentations | |
Dec 02 | Project Presentations | |
Dec 04 | Project Presentations |