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Hands-On Natural Language Processing with PyTorch 1.x
book

Hands-On Natural Language Processing with PyTorch 1.x

by Thomas Dop
July 2020
Beginner to intermediate content levelBeginner to intermediate
276 pages
6h 5m
English
Packt Publishing
Content preview from Hands-On Natural Language Processing with PyTorch 1.x

Chapter 9: The Road Ahead

The field of machine learning is rapidly expanding, with new revelations being made almost yearly. The field of machine learning for NLP is no exception, with advancements being made rapidly and the performance of machine learning models on NLP tasks incrementally increasing.

So far in this book, we have discussed a number of machine learning methodologies that allow us to build models to perform NLP tasks such as classification, translation, and approximating conversation via a chatbot. However, as we have seen so far, the performance of our models has been worse and relative to that of a human being. Even using the techniques we have examined so far, including sequence-to-sequence networks with attention mechanisms, ...

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Publisher Resources

ISBN: 9781789802740Supplemental Content