Stanford University CS224d: Deep Learning for Natural Language Processing

http://cs224d.stanford.edu/

Through lectures and programming assignments students will learn the necessary engineering tricks for making neural networks work on practical problems.

http://cs224d.stanford.edu/syllabus.html

GloVe: Global Vectors for Word Representation

http://nlp.stanford.edu/projects/glove/

GloVe is an unsupervised learning algorithm for obtaining vector representations for words. Training is performed on aggregated global word-word co-occurrence statistics from a corpus, and the resulting representations showcase interesting linear substructures of the word vector space.