NLP Deep Learning Framework using Theano

Designed by: Eraldo R. Fernandes

This reposity includes a Deep Learning Framework for Natural Language Processing problems using Theano.

Features

• Automatic metric logging
• Training loop with callbacks (using observer design pattern)
• Early stopping
• Two SGD-based algorithms: vanilla SGD and AdaGrad
• Layer stacking with automatic parameter update

Available Instantiations

All available instantiations can be found in the package experiments.

There are instantiations for the following NLP problems:

• Document Classification
• Named Entity Recognition
• Part-of-Speech Tagging