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The Applied AI and Natural Language Processing Workshop

You're reading from   The Applied AI and Natural Language Processing Workshop Explore practical ways to transform your simple projects into powerful intelligent applications

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Product type Paperback
Published in Jul 2020
Publisher Packt
ISBN-13 9781800208742
Length 384 pages
Edition 1st Edition
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Authors (3):
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Ruze Richards Ruze Richards
Author Profile Icon Ruze Richards
Ruze Richards
Krishna Sankar Krishna Sankar
Author Profile Icon Krishna Sankar
Krishna Sankar
Jeffrey Jackovich Jeffrey Jackovich
Author Profile Icon Jeffrey Jackovich
Jeffrey Jackovich
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Toc

Table of Contents (8) Chapters Close

Preface
1. An Introduction to AWS 2. Analyzing Documents and Text with Natural Language Processing FREE CHAPTER 3. Topic Modeling and Theme Extraction 4. Conversational Artificial Intelligence 5. Using Speech with the Chatbot 6. Computer Vision and Image Processing Appendix

What Is an NLP Service?

Amazon Comprehend is an NLP service. The overall goal of an NLP service is to make machines understand our spoken and written language. Virtual assistants, such as Alexa or Siri, use NLP to produce insights from input data. The input data is structured by a language, which has a unique grammar, syntax, and vocabulary. Thus, processing text data requires identifying the language first and applying subsequent rules to identify the document's information. NLP's general task is to capture this information as a numeral representation. This general task is split into specific tasks, such as identifying languages, entities, key phrases, emotional sentiments, and topics.

Figure 2.4: Amazon Comprehend data flow

As we discussed earlier, Amazon Comprehend uses pre-trained models to perform document analysis tasks. This is very good because it enables a business to develop capabilities without going through an exhaustive AI model training...

You have been reading a chapter from
The Applied AI and Natural Language Processing Workshop
Published in: Jul 2020
Publisher: Packt
ISBN-13: 9781800208742
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