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Deep Learning Resources

UFLDL wiki (Andrew Ng's class)

Stanford CS224N PA4 (Deep Learning Sequence Model)

http://nlp.stanford.edu/courses/NAACL2013/

A very useful assignment for getting started with deep learning in NLP is to implement a simple window-based NER tagger in this exercise we designed for the Stanford NLP class cs224N. The zip file includes starter code in Java and the pdf walks through all the steps:

Stanford NLP class cs224: http://www.stanford.edu/class/cs224n/syllabus.html#lec14

Two course slides are here:

The topic was covered in the above NAACL 2013 Presentation.

The same tutorial was also on youtube (lower quality): http://www.youtube.com/watch?v=IF5tGEgRCTQ

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