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)
1
Part 1: Accurate Extraction of Documents and Categorization
6
Part 2: Enrichment of Data and Post-Processing of Data
10
Part 3: Intelligent Document Processing in Industry Use Cases

Summary

In this chapter, we discussed the IDP pipeline, and how this can apply to the mortgage application processing use case in the financial industry. We discussed mortgage processing in detail, and also showed how legacy manual document processing is challenging the document processing. We can leverage AWS AI services to automate these document processing use cases.

We then dove deep into the mortgage application processing use case. We also discussed how to automate the extraction and enrichment process of mortgage application processing for loan documents and their supporting documents with AWS AI services. We also showed how we can define business rules and check the validity of our loan application. Finally, we dove deep into the implementation details with AWS IDP services to automate loan application processing for mortgages.

Moreover, we showed you additional use cases such as KYC standards in the financial industry, where we deal with documents. AWS AI services can...