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

Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

A

accurate extraction of semi-structured document types, Amazon Textract

JSON API response 54

accurate extraction of structured document types, Amazon Textract

JSON API response 56

accurate extraction of unstructured document types, Amazon Textract

JSON API response 52

AI stack 5-9

Amazon Augmented AI (Amazon A2I)

about 128

for human review process 128-130

Amazon Comprehend

IDP extraction stage 73-76

PII detection, on AWS Console 115-117

using, for accurate data extraction 67-73

using, for custom entities extraction 77, 78

using, for extraction 208-210

Amazon Comprehend custom classifier

using, for document classification 29, 30

Amazon Comprehend custom entity recognizer

inference result 82-84

trained model performance, checking 81

training...