Book Image

Natural Language Processing with AWS AI Services

By : Mona M, Premkumar Rangarajan
Book Image

Natural Language Processing with AWS AI Services

By: Mona M, Premkumar Rangarajan

Overview of this book

Natural language processing (NLP) uses machine learning to extract information from unstructured data. This book will help you to move quickly from business questions to high-performance models in production. To start with, you'll understand the importance of NLP in today’s business applications and learn the features of Amazon Comprehend and Amazon Textract to build NLP models using Python and Jupyter Notebooks. The book then shows you how to integrate AI in applications for accelerating business outcomes with just a few lines of code. Throughout the book, you'll cover use cases such as smart text search, setting up compliance and controls when processing confidential documents, real-time text analytics, and much more to understand various NLP scenarios. You'll deploy and monitor scalable NLP models in production for real-time and batch requirements. As you advance, you'll explore strategies for including humans in the loop for different purposes in a document processing workflow. Moreover, you'll learn best practices for auto-scaling your NLP inference for enterprise traffic. Whether you're new to ML or an experienced practitioner, by the end of this NLP book, you'll have the confidence to use AWS AI services to build powerful NLP applications.
Table of Contents (23 chapters)
1
Section 1:Introduction to AWS AI NLP Services
5
Section 2: Using NLP to Accelerate Business Outcomes
15
Section 3: Improving NLP Models in Production

Chapter 18: Building Secure, Reliable, and Efficient NLP Solutions

Thank you, dear reader, for staying with us through this (hopefully informative) journey in building best-in-class Natural Language Processing (NLP) solutions for organizations looking to uncover insights from their text data. Our aim in writing this book was to create awareness that Artificial Intelligence (AI) is mainstream and that we are at the cusp of a huge tidal wave of AI adoption that many enterprises are moving toward. This exciting technology not only helps you advance your career but also provides opportunities to explore new avenues of innovation that were not possible previously. For example, according to a BBC article (https://www.bbc.com/future/article/20181129-the-ai-transforming-the-way-aircraft-are-built), Autodesk (https://www.autodesk.com/), a global leader in designing and making technology, uses Generative AI (https://www.amazon.com/Generative-AI-Python-TensorFlow-Transformer/dp/1800200889) to...