Intelligent Document Processing with AWS AI/ML

Build real-world Artificial Intelligence solutions for intelligent document processing use cases across industries. Take your Machine Learning concept to next level mastering deeper implantation of AWS AI services in python.

Key Features

• Learn how to tackle common document processing problems to bring value from any type of document.
• Unlock deeper levels of insights on IDP in a more structured, and accelerated way using AWS AI/ML
• Apply your knowledge to real document analysis problems in various industry applications

Book Description

The volume of data is exponentially growing in the digital era, and it has become paramount to process this data in an accelerated manner to get value out of it. Most often the data is in raw document format, and being able to process these documents in an accelerated manner is critical to meet the growing business need, but legacy document processing doesn't meet the growing demand.

This book is a comprehensive guide, that takes you through AI/ML fundamentals and core concepts required to process any type of document. You will also obtain hands-on experience in popular python libraries to automate document processing. This book not only starts with the basics but also takes you through real industry use cases for document processing to deliver value-based care in the healthcare industry, and to accelerate loan application processing in the financial industry. That way you are learning how to apply your learning skillset to practical problems.

By the end of this book, you will have mastered the fundamentals of document processing with Machine Learning with practical implementation.

What you will learn

• Learn requirements, and challenges in deriving insights from document
• Learn common stages in Intelligent Document Processing Pipeline (IDP)
• Learn how AWS AI/ML can successfully automate IDP Pipeline
• Learn to write clean and elegant Python code leveraging AI
• Understand concepts and functionalities of AWS AI services
• IDP across industries, as in Insurance, Healthcare, Financial, and pubSector
• Learn to apply business rules in IDP
• Build, train, and deploy models with serverless architecture for IDP

Who This Book Is For

This book is for technical professionals and thought leaders who want to understand & solve business problems by leveraging insights from their documents. If you want to learn Machine Learning and Artificial Intelligence and want to solve real-world use cases such as document processing with technology, this book is for you. In order to learn from this book, you should have basic knowledge of Machine Learning/Artificial Intelligence, and python programming concepts. The book is also excellent for developers who want to explore AI/ML with industry use cases.

Table of Contents

1. Intelligent Document Processing with AWS AI and ML
2. Document Capture and Categorization
3. Accurate Document Extraction with Amazon Textract
4. Accurate Extraction with Amazon Comprehend
5. Document Enrichment in Intelligent Document Processing
6. Review & Verification of Intelligent Document Processing
7. Accurate Extraction, and Health Insights with Amazon HealthLake
8. Intelligent Document Processing - Healthcare industry use cases Format, summary
9. Intelligent Document Processing - Insurance Industry
10. Intelligent Document Processing - Mortgage Processing