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

Part 1: Accurate Extraction of Documents and Categorization

In the first part, we will start with a brief introduction to Intelligent Document Processing (IDP) with AWS AI and ML, and then you will learn about accurate custom classification in the IDP pipeline. Next, you will learn about accurate data capture and data extraction in the IDP pipeline. Finally, the focus will be on Amazon Comprehend entities and the custom entities feature to leverage during the enrichment stage of the IDP pipeline.

This section comprises the following chapters:

  • Chapter 1, Intelligent Document Processing with AWS AI and ML
  • Chapter 2, Document Capture and Categorization
  • Chapter 3, Accurate Document Extraction with Amazon Textract
  • Chapter 4, Accurate Extraction with Amazon Comprehend