Book Image

Democratizing Artificial Intelligence with UiPath

By : Fanny Ip, Jeremiah Crowley
Book Image

Democratizing Artificial Intelligence with UiPath

By: Fanny Ip, Jeremiah Crowley

Overview of this book

Artificial intelligence (AI) enables enterprises to optimize business processes that are probabilistic, highly variable, and require cognitive abilities with unstructured data. Many believe there is a steep learning curve with AI, however, the goal of our book is to lower the barrier to using AI. This practical guide to AI with UiPath will help RPA developers and tech-savvy business users learn how to incorporate cognitive abilities into business process optimization. With the hands-on approach of this book, you'll quickly be on your way to implementing cognitive automation to solve everyday business problems. Complete with step-by-step explanations of essential concepts, practical examples, and self-assessment questions, this book will help you understand the power of AI and give you an overview of the relevant out-of-the-box models. You’ll learn about cognitive AI in the context of RPA, the basics of machine learning, and how to apply cognitive automation within the development lifecycle. You’ll then put your skills to test by building three use cases with UiPath Document Understanding, UiPath AI Center, and Druid. By the end of this AI book, you'll be able to build UiPath automations with the cognitive capabilities of intelligent document processing, machine learning, and chatbots, while understanding the development lifecycle.
Table of Contents (16 chapters)
1
Section 1: The Basics
5
Section 2: The Development Life Cycle with AI Center and Document Understanding
10
Section 3: Building with UiPath Document Understanding, AI Center, and Druid

Getting to know UiPath Document Understanding

UiPath Document Understanding is a powerful product that leverages AI to enable an RPA robot to understand documents. The product is flexible to accommodate extracting information from multiple document types. It allows you to create one single workflow that will extract data from a variety of documents.

The benefits of UiPath Document Understanding

The following diagram shows the benefits of using UiPath Document Understanding in the UiPath platform:

Figure 3.9 – UiPath Document Understanding: Benefits

UiPath Document Understanding provides four key benefits:

  • Built to process various document types and OOTB AI solutions:
    • UiPath Document Understanding can handle a wide range of documents and a rich set of pre-trained ML models. The following diagram shows UiPath Document Understanding document types and pre-trained ML packages:

Figure 3.10 – UiPath Document...