Intro word2vec is an algorithm that transforms words into vectors, so that words with similar meanings end up laying close to each other. Moreover, it allows us to use vector arithmetics to work with analogies, for example, the famous king - man + woman = queen. I will try to explain how it works, with special emphasis on the meaning of vector differences, at the same time omitting as many technic