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

Preface

The volume of documents is exponentially growing in the digital era, and it has become paramount to process this data accurately and in an accelerated manner to get value out of it. Most often, the data is in raw document format, and being able to process these documents in an accelerated manner is critical to meeting the growing business needs, but legacy document processing doesn’t meet this growing demand.

This book is a comprehensive guide that takes you through the fundamentals of Artificial Intelligence (AI) and Machine Learning (ML) and the core concepts required to process any type of document. You will also obtain hands-on experience with popular Python libraries for automating document processing. This book not only starts with the basics but also takes you through real industry use cases – for document processing in the healthcare industry to deliver value-based care, for claims processing in the insurance industry, and for accelerating loan application processing in the financial industry. That way, you are learning how to apply your skill sets to practical problems.

By the end of this book, you will have mastered the fundamentals of document processing with ML using practical implementations.