January 2018
Beginner to intermediate
284 pages
8h 35m
English
Content preview from Deep Learning Essentials
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Language modeling
Language modeling is one of the fundamental problems in natural language understanding (NLU). The core idea of a language model is to model important distributional properties of the words in a given language. Once such a model is learnt, it can be applied to a sequence of new words to generate the most likely next word token given the learned distributional representation. More formally, a language model computes a joint probability over a sequence of words as follows:
Estimating this probability is computationally expensive, hence a number of estimation techniques exist, which make certain assumptions about the time range ...
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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.