Advanced Natural Language Processing (6.806 / 6.864)

Instructors

Jacob Andreas and Jim Glass

Admin

All on Stellar.

Lectures

• Introduction
• Text classification
• Distributional semantics
• Word embeddings
• (Hidden) Markov models
• Conditional random fields
• Recurrent neural networks
• Attention mechanisms
• Transformers
• Pretraining
• Trees
• Machine reading and question answering
• Speech
• Dialog
• Grounding: Speech and Vision
• Formal semantics
• Ethics topics