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Cognitive Computing with IBM Watson

You're reading from   Cognitive Computing with IBM Watson Build smart applications using artificial intelligence as a service

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Product type Paperback
Published in Apr 2019
Publisher Packt
ISBN-13 9781788478298
Length 256 pages
Edition 1st Edition
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Authors (2):
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Tanmay Bakshi Tanmay Bakshi
Author Profile Icon Tanmay Bakshi
Tanmay Bakshi
Robert High Robert High
Author Profile Icon Robert High
Robert High
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Table of Contents (11) Chapters Close

Preface 1. Background, Transition, and the Future of Computing FREE CHAPTER 2. Can Machines Converse Like Humans? 3. Computer Vision 4. This Is How Computers Speak 5. Expecting Empathy from Dumb Computers 6. Language - How Watson Deals with NL 7. Structuring Unstructured Content Through Watson 8. Putting It All Together with Watson 9. Future - Cognitive Computing and You 10. Another Book You May Enjoy

Training custom NMT models with Watson


As you've seen, neural machine translation through Watson is powerful. You're not limited to just word-based or phrase-based translation with Watson. Rather, it tries to understand the true meaning of the input; then, outputs the same intent in another language, even if it has different wording or sentence structuring.

However, natural language is a very broad domain; imagine trying to squeeze the entirety of human language —all of the expressions, vocabulary, domain-specific phrases, and more—into just one dataset and machine learning model. That's, unfortunately, not possible—there are just too many domains and fields, where specific lingo or jargon may be used.

That's why, with Watson, you're not just limited to the pre-trained models—you can train your own models, to tune the language in your own domain!

For example, as you can imagine, the word usage and sentence structure of United Nations speeches are different from the average email. Therefore...

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