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Explorations in Language and Learning
Explorations in Language and Learning
This is a collection of articles on machine learning and deep learning techniques applied to natural language processing. The content includes overviews of popular methods, new approaches for specific NLP tasks, and blogs about the authors’ personal research in the subject.
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Trends in Semantic Parsing — Part 2

In Part 1 of this two-part series, I discussed some supervised approaches for the objective. In this part, we will look at some unsupervised or semi-supervised approaches, namely a Bayesian model, and transfer learning.

An unsupervised…


The last 3 years in Text Classification

While working on my undergrad thesis on relation classification of biomedical text using deep learning methods, I quickly hacked together models in Tensorflow that combined convolutional and recurrent layers in various combinations. While some of these…