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Democratizing Artificial Intelligence with UiPath

Democratizing Artificial Intelligence with UiPath

By : Ip, Crowley
4.9 (8)
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Democratizing Artificial Intelligence with UiPath

Democratizing Artificial Intelligence with UiPath

4.9 (8)
By: Ip, 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)
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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

Creating the future state design

When we look at the high-level design of the current state, there looks to be several automation opportunities that we can create future state automation for (Figure 8.6):

Figure 8.6 – Automation opportunities with the expense report review process

It appears that most of the steps taken by the T&E team in the process could potentially benefit from automation, through a mixture of automation ideas that hand off information to each other. However, since we want to focus on Document Understanding with this use case exercise, let's only focus on the steps of the process that appear between Open Report and Send back to employee in case of error (Figure 8.7):

Figure 8.7 – The steps between Open Report and Send back to employee in case of error

As we can see, within the steps of Open Report and Send back to employee in case of error, we can apply Document Understanding, especially...

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