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 AI Center

UiPath AI Center is an important product to familiarize yourself with because it allows you to tackle a new set of use cases by incorporating AI and ML models into your RPA automations with the help of UiPath AI Center. UiPath AI Center is an ML model life cycle management tool and is designed to make it easy for RPA developers to build, manage, and effectively govern ML models. It sits in the Manage pillar of the UiPath platform.

The benefits of UiPath AI Center

The following diagram shows the benefits of using UiPath AI Center in the UiPath platform:

Figure 3.14 – UiPath AI Center: Benefits

UiPath AI Center provides six key benefits:

  • OOTB models from UiPath and partners:

UiPath AI Center has over 25+ OOTB models from UiPath and many more from the wide network of UiPath partners. These OOTB models cover UiPath Document Understanding, Language Analysis and Comprehension, Image Analysis, and Tabular...