Wednesday, November 25, 2015

word2vec tutorials and references

This is a nice way to get exposed to word2vec and to reduce the number of tabs in my browser:-)
ReferencesReference Type
Making sense of word2vec tutorialBlog
Insights on word2vecBlog
word2vec ExplainedPaper
word2vec an IntroductionBlog
Word2Vec Tutorial Part I: The Skip-Gram ModelBlog
Word2Vec Tutorial Part II: The Continuous Bag-of-Words ModelBlog
Evaluation methods for unsupervised word embeddingsPaper
Improving Topic Models with Latent Feature Word RepresentationsPaper
Deep Learning, NLP, and RepresentationsBlog
What Should I Know Before Taking On word2vecReddit Post
CS224d: Deep Learning for Natural Language ProcessingCourse
word2vec codeCode

Convolutional Nets

Resources that give great intuition:

Relates to NLP
To understand convolution
Tutorial

Friday, November 20, 2015

GenSim and LDA

This is a nice little simple tutorial on using GenSim to exercise LDA.
GenSim LDA Tutuorial