February 2018
Beginner to intermediate
258 pages
5h 47m
English
Content preview from R Deep Learning Projects
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GloVe
About a year after word2vec, researchers at Stanford published a paper (http://web.stanford.edu/~jpennin/papers/glove.pdf) that explicitly identifies the objective that word2vec optimizes under the hood. Their method, GloVe, (global vectors) explicitly names the objective matrix, identifies the factorization, and provides some intuitive justification as to why this should give us working similarities.
This section describes, at a high level, the inner workings of the GloVe algorithm. As such, it is a bit more math-heavy than we would have wanted. If you are not familiar with linear algebra and calculus, you can safely skip it.
How does GloVe work?
- Create a word co-occurrence matrix where each entry represents how often word i appears ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.