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Tidy Word Vectors Revisited

Julia Silge revisits her Hacker News word vectorization problem:

So hooray! We have found word vectors again, a bit faster, with clearer and easier-to-understand code. I do argue that this is a real benefit of this approach; it’s based on counting, dividing, and matrix decomposition and is thus much easier to understand and implement than anything with a neural network. And the results?

Click through to see the new method, as well as some basic analogy testing.