Week - 1 |
Regular Expressions and Text Processing |
Week - 2 |
N-gram Language Models |
Week - 3 |
Naive Bayes and Text Classification |
Week - 4 |
Logistic regression |
Week - 5 |
Vector Semantics and Embeddings |
Week - 6 |
Neural Networks and Neural Language Models |
Week - 7 |
Midterm |
Week - 8 |
Sequence Tagging for Parts of Speech and Named Entities |
Week - 9 |
RNNs and LSTMs |
Week - 10 |
Transformers and Pre-Trained Language Models |
Week - 11 |
Optimization and Masked Language Models |
Week - 12 |
Machine Translation, Question Answering and Information Retrieval |
Week - 13 |
Context-Free Languages, Dependency Parsing |
Week - 14 |
Computational Semantics and Semantic Parsing |