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

Understanding document classification with the Amazon Comprehend custom classifier

Sometimes, we receive many documents as a single package, and we need to process each document individually to derive insights from it as per business requirements. To achieve this, one of the major tasks is to categorize and index different types of documents. This later helps in the accurate extraction of information that meets business-specific requirements. This process of categorizing documents is known as document classification.

Let’s look into a claims processing use case in the insurance industry. Claims processing is very much a transactional use case, with millions of claims getting processed every single year in the United States. A manual submission of a claims package is a combination of multiple documents, such as an insurance form, receipts, invoices, ID documents, and some unstructured documents such as doctor’s notes and discharge summaries. A package is a combination...