Comparison between different statistical language models
13 Jun 2019When researching on different machine learning models for modeling languages (i.e. sequence model), here are some useful resources I found online:
Articles
- HMM, MEMM, and CRF: A Comparative Analysis of Statistical Modeling Methods by Alibaba Clouder
- Introduction to Conditional Random Fields by Edwin Chen
- An Introduction to Conditional Random Fields by Charles Sutton and Andrew McCallum
- Performing Sequence Labelling using CRF in Python by Albert AuYeung
- (more to update)
Courses
- Machine Learning & Data Mining by Yisong Yue at CalTech