NLP

I'm interested in learning different NLP models and implementing them in Python. My experiment codes and snippets are shown here. Here are some useful tutorials and links:

• NYU Spring 2016 NLP course.
• Neubig's tutorial
• Sam Bowman's course

Resources by section

Sequence models

HMM

• speech and language processing 3rd edition chap 9

MaxEnt

• this tutorial

CRF

• Sutton and McCallum's paper
• Edwin Chen's blog
• LinePipe tutorial

Information retrieval

• Ralph Grishman's paper

Reference

1. Jurafsky and Martin speech and language processing
2. Christian Perone's blog post on Cosine Similarity implementation in Python.
3. Sklearn documentations on Cosine Similarity and feature extraction in general.