Book Image

Intelligent Document Processing with AWS AI/ML

By : Sonali Sahu
Book Image

Intelligent Document Processing with AWS AI/ML

By: Sonali Sahu

Overview of this book

With the volume of data growing exponentially in this digital era, it has become paramount for professionals to process this data in an accelerated and cost-effective manner to get value out of it. Data that organizations receive is usually in raw document format, and being able to process these documents is critical to meeting growing business needs. This book is a comprehensive guide to helping you get to grips with AI/ML fundamentals and their application in document processing use cases. You’ll begin by understanding the challenges faced in legacy document processing and discover how you can build end-to-end document processing pipelines with AWS AI services. As you advance, you'll get hands-on experience with popular Python libraries to process and extract insights from documents. This book starts with the basics, taking you through real industry use cases for document processing to deliver value-based care in the healthcare industry and accelerate loan application processing in the financial industry. Throughout the chapters, you'll find out how to apply your skillset to solve practical problems. By the end of this AWS book, you’ll have mastered the fundamentals of document processing with machine learning through practical implementation.
Table of Contents (16 chapters)
Part 1: Accurate Extraction of Documents and Categorization
Part 2: Enrichment of Data and Post-Processing of Data
Part 3: Intelligent Document Processing in Industry Use Cases

Intelligent Document Processing – Mortgage Processing

In the previous chapter, you understood the challenges involved when processing documents in the insurance industry. We looked into the pain points when processing documents to derive meaningful insights at scale. We also discussed potential solutions using AWS AI services such as Amazon Textract and Amazon Comprehend to automate this Intelligent Document Processing (IDP) pipeline. We dove deep into the solutions to process benefit enrollment applications; further, we discussed the automation of document processing for claims processing use cases. We will now change gear and look into use cases in the financial industry to process documents for mortgage loan application processing. We will also dive into the IDP pipeline and how IDP can help to automate financial industry use cases following the right security and compliance requirements. We will also discuss additional financial industry use cases around Know Your Customer...