Natural Language Processing with AWS AI Services

Work through interesting real-life business use cases to uncover valuable insights from unstructured text using AWS AI servicesKey FeaturesGet to grips with AWS AI services for NLP and find out how to use them to gain strategic insightsRun Python code to use Amazon Textract and Amazon Comprehend to accelerate business outcomesUnderstand how you can integrate human-in-the-loop for custom NLP use cases with Amazon A2IBook DescriptionNatural 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 youll understand the importance of NLP in todays 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 youll 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. Youll deploy and monitor scalable NLP models in production for real-time and batch requirements. As you advance youll explore strategies for including humans in the loop for different purposes in a document processing workflow. Moreover youll learn best practices for auto-scaling your NLP inference for enterprise traffic.Whether youre new to ML or an experienced practitioner by the end of this NLP book youll have the confidence to use AWS AI services to build powerful NLP applications.What you will learnAutomate various NLP workflows on AWS to accelerate business outcomesUse Amazon Textract for text tables and handwriting recognition from images and PDF filesGain insights from unstructured text in the form of sentiment analysis topic modeling and more using Amazon ComprehendSet up end-to-end document processing pipelines to understand the role of humans in the loopDevelop NLP-based intelligent search solutions with just a few lines of codeCreate both real-time and batch document processing pipelines using PythonWho this book is forIf youre an NLP developer or data scientist looking to get started with AWS AI services to implement various NLP scenarios quickly this book is for you. It will show you how easy it is to integrate AI in applications with just a few lines of code. A basic understanding of machine learning (ML) concepts is necessary to understand the concepts covered. Experience with Jupyter notebooks and Python will be helpful.