February 2017
Intermediate to advanced
370 pages
8h 11m
English
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Creating Sequence-to-Sequence Models
Since every RNN unit we use also has an output, we can train RNN sequences to predict other sequences of variable length. For this recipe, we will take advantage of this fact to create an English to German translation model.
Getting ready
For this recipe, we will attempt to build a language translation model to translate from English to German.
TensorFlow has a built-in model class for sequence-to-sequence training.We will illustrate how to train and use it on downloaded English–German sentences.The data we will use comes from a compiled ZIP file at http://www.manythings.org/, which compiles the data from the Tatoeba Project (http://tatoeba.org/home).This data is a tab-delimited English–German sentence translation. ...
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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.