I'm jumping ahead and will finish the last job later.

https://towardsdatascience.com/word2vec-from-scratch-with-numpy-8786ddd49e72

So you know word2vec, right?

Well I plan to do this with much less code in a different way than he did 
above. Let's see what happens! I'll implement it by itself to see if it works.
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