Neural Nets for NLP 2020 - Structured Prediction with Local Independence Assumptions
Graham Neubig via YouTube
Overview
Syllabus
Intro
A Prediction Problem
Types of Prediction
Why Call it "Structured" Prediction?
Why Model Interactions in Output? . Consistency is important
Sequence Labeling as
Recurrent Decoder
Local Normalization vs. Global Normalization
Conditional Random Fields
CRF Training & Decoding
Revisiting the Partition Function
Forward Calculation: Final Part Finish up the sentence with the sentence final symbol
Taught by
Graham Neubig