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Python Deep Learning - Second Edition
book

Python Deep Learning - Second Edition

by Ivan Vasilev, Daniel Slater, Gianmario Spacagna, Peter Roelants, Valentino Zocca
January 2019
Intermediate to advanced
386 pages
11h 13m
English
Packt Publishing
Content preview from Python Deep Learning - Second Edition

Sequence to sequence learning

Many, many NLP problems can be formulated as sequence to sequence tasks. This is a type of task where an input sequence is transformed into another, different output sequence, not necessarily with the same length as the input. To better understand this concept, let's look at some examples:

  • Machine translation is the most popular type of seq2seq task. The input sequences are the words of a sentence in one language and the output sequences are the words of the same sentence, translated into another language. For example, we can translate the English sequence "Tourist attraction" to the German "Touristenattraktion." Not only is the output sentence a different length there is no direct correspondence between the ...
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Publisher Resources

ISBN: 9781789348460