Welcome to Half 3 of our illustrated journey by way of the thrilling world of Pure Language Processing! When you caught Part 2, you’ll do not forget that we chatted about phrase embeddings and why they’re so cool.
Phrase embeddings permit us to create maps of phrases that seize their nuances and complicated relationships.
This text will break down the maths behind constructing phrase embeddings utilizing a method referred to as Word2Vec — a machine studying mannequin particularly designed to generate significant phrase embeddings.
Word2Vec presents two strategies — Skip-gram and CBOW — however we’ll give attention to how the Skip-gram technique works, because it’s probably the most broadly used.
These phrases and ideas may sound advanced proper now however don’t fear — at its core, it’s just a few intuitive math (and a sprinkle of machine studying magic).
Actual fast — earlier than diving into this text, I strongly encourage you to learn my series on the basics of machine…
