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Power Platform and the AI Revolution
Power Platform and the AI Revolution

Power Platform and the AI Revolution: Explore modern AI services to develop apps, bots, and automation patterns to enhance customer experiences

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Power Platform and the AI Revolution

Configuring an Environment to Support AI Services

In this chapter, we’re going to begin exploring how to obtain and set up the various services and environments you’re going to need to perform the exercises in this book.

Since this book is primarily focused on working with the AI services available in the Microsoft ecosystem, we’ll spend the most time working with the Azure and Power Platform services. At the end of the chapter, we’ll walk through getting connected to other AI platforms in case you want to use those as part of your learning as well.

Note

Some of these services may have free trials available for individual interactive usage, but most will require some form of payment for anything that accesses resources programmatically, such as from a Power App. You may need to budget accordingly to take full advantage of the available platforms.

For those who are only going to use AI in low-code scenarios (such as AI Builder or as OpenAI actions...

Configuring Azure

There are a number of ways to use OpenAI-based services such as ChatGPT in the Azure environment. Depending on your context, you may be willing to use a public service such as ChatGPT for your generative needs. However, if you want to configure OpenAI to work against your own dataset within the boundaries of your Azure tenant, you’ll want to request access to Azure OpenAI Service.

One of the many benefits of enabling OpenAI in your Azure tenant is that you can connect it to your own tenant data. When you start to review the terms of service for public or free AI interfaces, you’ll notice that the service providers can claim ownership over the results that you produce, as well as use the data you supply to further train models. If your goal is to use AI to work against your own proprietary data (which may contain anything from personally identifiable information (PII) to trade secrets), you need to be assured that you remain in control (both from a...

Configuring API access for ChatGPT

While anyone can browse to OpenAI and use ChatGPT for free interactively, you’ll need to obtain API access if you want to start using ChatGPT in your apps and automations.

To sign up for API access, follow these steps:

  1. With a browser, navigate to https://beta.openai.com/signup.
  2. On the Create your account page, enter an email address and click Continue. Alternatively, you could use an OAuth connection to authenticate with Google, a Microsoft account, or an Apple ID.
  3. Enter a password for your new OpenAI account and click Continue.
  4. Check the account you provided during step 2 for a confirmation message. Click the link to confirm your identity and proceed to the onboarding.
  5. On the Tell us about you onboarding page, add your personal details, including your Full name, Organization, and Birthday details. Click Agree.
  6. If you have registered previously, you may receive a message about upgrading to a paid plan to start...

Configuring your workstation

There are a number of tools that you can use to build and deploy AI-based applications. For purposes of this book, you may need to download and deploy a handful of tools:

Download and install each of those using the provided links. Be sure to use the default installation options for all of them, as any examples in this book will reference default options and paths.

Configuring Power Platform

Lastly, we’re going to set up the necessary subscriptions and prerequisite services for Power Platform.

AI models, available through AI Builder in the Power Platform tooling, require AI Builder licensing as well as access to Microsoft Dataverse. To get started, follow these steps:

  1. Navigate to the Microsoft Power Automate web portal (https://make.powerautomate.com) and sign in with an administrative account.
  2. From the navigation menu, select AI hub.
  3. On the Discover an AI capability page, select AI models.
  4. If prompted, select Create a database to create a new Dataverse database.
  5. On the New database page, select a Currency and Language value, and then click Create my database.
  6. If you don’t already have AI Builder capacity, you should see a Start free trial banner at the top of the page, as shown in Figure 2.9. Select it:
Figure 2.9 – Starting a free trial of AI Builder

Figure 2.9 – Starting a free trial of AI Builder

    ...

Summary

In this chapter, you configured all of the prerequisites for using AI services—including OpenAI in Azure, ChatGPT, and Power Platform AI Builder. You also configured your workstation with the necessary tools to deploy AI apps to Azure.

Next, we’re going to start interacting with ChatGPT as an end user to get an idea of how it works.

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Key benefits

  • Gain insights into the latest AI technologies and their business applications
  • Use generative AI to build apps, workflows, and chatbots
  • Learn how to integrate AI services to automate work and deliver apps for specific business needs
  • Purchase of the print or Kindle book includes a free PDF eBook

Description

In this AI era, employing leading machine learning and AI models such as ChatGPT for responding to customer feedback and prototyping applications is crucial to drive business success in the competitive market. This book is an indispensable guide to integrating cutting-edge technology into business operations and leveraging AI to analyze sentiment at scale, helping free up valuable time to enhance customer relationships. Immerse yourself in the future of AI-enabled application development by working with Power Automate, Power Apps, and the new Copilot Studio. With this book, you’ll learn foundational AI concepts as you explore the extensive capabilities of the low-code Power Platform. You’ll see how Microsoft's advanced machine learning technologies can streamline common business tasks such as extracting key data elements from customer documents, reviewing customer emails, and validating passports and drivers’ licenses. The book also guides you in harnessing the power of generative AI to expedite tasks like creating executive summaries, building presentations, and analyzing resumes. You’ll build apps using natural language prompting and see how ChatGPT can be used to power chatbots in your organization. By the end of this book, you’ll have charted your path to developing your own reusable AI automation patterns to propel your business operations into the future.

Who is this book for?

If you’re interested in exploring the capabilities of modern AI technologies in the workplace, this book is for you. Specially tailored for IT professionals, developers, business leaders, human resources administrators, managers, and entrepreneurs–anyone aspiring to become a productivity rockstar will find this book helpful for extending their skill set through hands-on exercises. The content is beginner-friendly, assuming no knowledge of machine learning or artificial intelligence concepts, making it a perfect starting point for newcomers to the field.

What you will learn

  • Interact with ChatGPT using connectors and HTTP calls
  • Train AI models to identify the key elements of documents
  • Use generative AI to answer questions about organizational content
  • Leverage AI image recognition services to describe pictures
  • Use generative AI tools to help build workflows and apps
  • Build chatbots using the new Copilot Studio
  • Analyze customer feedback using AI sentiment analysis tools such as AI Builder
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Length: 356 pages
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Language : English
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ISBN-13 : 9781835086360
Vendor :
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Languages :

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Table of Contents

15 Chapters
Chapter 1: Introduction to AI Services Chevron down icon Chevron up icon
Chapter 2: Configuring an Environment to Support AI Services Chevron down icon Chevron up icon
Chapter 3: Talking to ChatGPT Chevron down icon Chevron up icon
Chapter 4: Using ChatGPT and Copilot to Create Flows and Apps Chevron down icon Chevron up icon
Chapter 5: Bootstrapping a Power App with Copilot Chevron down icon Chevron up icon
Chapter 6: Processing Data with Sentiment Analysis Chevron down icon Chevron up icon
Chapter 7: Using Power Automate and AI to Build PowerPoint Presentations Chevron down icon Chevron up icon
Chapter 8: Building an Event Registration App with Identity Verification Chevron down icon Chevron up icon
Chapter 9: Implementing an AI-Enabled Resume Screener Chevron down icon Chevron up icon
Chapter 10: Crafting an Executive Summary with GPT Chevron down icon Chevron up icon
Chapter 11: Using AI to Tag Images in a SharePoint Library Chevron down icon Chevron up icon
Chapter 12: Creating a Generative AI-Based Bot Chevron down icon Chevron up icon
Chapter 13: Publishing a Generative AI-based Bot Chevron down icon Chevron up icon
Index Chevron down icon Chevron up icon
Other Books You May Enjoy Chevron down icon Chevron up icon

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Karlis Baisden Jun 01, 2024
Full star icon Full star icon Full star icon Full star icon Full star icon 5
This book was right on time and is an essential read for both beginner and experienced Power Platform developers. With AI rapidly changing the game in app development and automation, this is one of the few sources that dives deep into how to leverage these new technologies effectively. Knowing Aaron’s extensive experience in the field gave me confidence in the reliability of the content as well.It does a better job than I expected in providing content suitable for both newer, citizen-type developers and experienced professionals like myself. I feel like my wife, who has no dev experience, could pick it up and actually learn from it. It's also great for people in HR, Finance, or other non-IT fields who are curious about how they can use these tools. At the same time, it's detailed enough with technical aspects for those in IT with more experience.As a professional Power Platform Developer, I found the book particularly valuable. Despite my experience, I hadn't previously bootstrapped a PowerApp with Copilot, and Guilmette's step-by-step guide made the process straightforward and achievable. His clear and engaging writing style made the book less of a slog than I thought it might be and kept me motivated to follow-through and get results.Practicality is definitely the book's strong suit. Chapters like "Talking to ChatGPT" and "Using ChatGPT and Copilot to Create Flows and Apps" are hands-on and very useful. The book also covers creating and publishing generative AI bots, providing a guide for enhancing customer experiences through automation and AI, and again, the step-by-step approach and looking at the nuts and bolts of the process makes this achievable rather than just a talking point.The book has given me several strategies on ways I can use emerging technologies at work and has sparked creativity with new ideas at our company. Advanced topics such as sentiment analysis, building AI-powered PowerPoint presentations, and creating an event registration app with identity verification are covered in a way that showcases the Power Platform's versatility. The "Implementing an AI-Enabled Resume Screener" chapter is particularly relevant for streamlining hiring processes, while sections on using AI for crafting executive summaries and tagging images in SharePoint are both innovative and practical.While the content is mostly positive, a bit more depth in some areas would be welcome. For example, the event registration app chapter could delve into more advanced scenarios and potential challenges. Additionally, complete newbies to AI might find the pace a bit quick at times. One area that could use more attention is licensing. Understanding the nuances of licensing for these technologies is crucial, and a more in-depth discussion would have been helpful. However, the assignments and tasks provided throughout the book were helpful in guiding through a step-by-step process and the author does provide some helpful links for more info in sections that might have a bit less detail.Overall, "Power Platform and the AI Revolution" is a must-read for anyone wanting to stay ahead in AI-powered app development. Aaron Guilmette offers a comprehensive and practical guide that will help developers and “citizen-developers’ unlock the full potential of AI within the Power Platform.
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AK Jun 02, 2024
Full star icon Full star icon Full star icon Full star icon Full star icon 5
"Power Platform and the AI Revolution" is an excellent resource for business decision-makers, sales representatives, administrative assistants, and anyone interested in exploring AI and automation. Guilmette’s expertise and practical approach make this book a valuable addition to the library of any professional looking to stay ahead in the rapidly evolving field of AI. Whether you are a beginner or have some experience with AI and Power Platform, this book provides the knowledge and tools needed to effectively leverage AI in your organization.
Amazon Verified review Amazon
Ramon Jul 07, 2024
Full star icon Full star icon Full star icon Full star icon Full star icon 5
I have enjoyed reading this book because of the practical examples that Aaron has put together to explain how Power Automate, AI Builder, Copilot and other important technologies within Power Platform and the Microsoft ecosystem can work together to accomplish different routinary business tasks more effectively. I would particularly recommend this book to new citizen developers who are starting their Power Platform journey.
Amazon Verified review Amazon
.DS Jun 14, 2024
Full star icon Full star icon Full star icon Full star icon Full star icon 5
As someone who has worked extensively with Microsoft's Power Platform and AI technologies, made 100's of applications including 2 free open source AI Power Platform apps... "aiinterviewassistant" dot com, and "processsentinel" dot com. I found this book to be an incredibly valuable resource. The author, Aaron Guilmette, does an excellent job of breaking down complex topics in a way that is easy to understand, while also providing practical, real-world examples and use cases.The book covers a wide range of AI services and how they can be leveraged within the Power Platform ecosystem, from ChatGPT and OpenAI to Azure AI and more. What I particularly appreciated was the level of technical detail provided, as well as the step-by-step guidance on how to configure and utilize these services.As an experienced Power Platform architect, I was impressed by the author's depth of knowledge and ability to translate it into a comprehensive and engaging read. Whether you're new to the Power Platform or a seasoned veteran, this book is a must-have for anyone looking to harness the power of AI in their application development and automation efforts.Overall, I highly recommend this book to anyone interested in the intersection of Power Platform and AI. The author's clear and concise writing style, combined with the wealth of practical information, make this an invaluable addition to any Power Platform professional's library.
Amazon Verified review Amazon
Thomas Rice Jul 23, 2024
Full star icon Full star icon Full star icon Full star icon Full star icon 5
This is a great book covering everything from introduction to AI services to publishing a generative AI-based bot, great for all skill levels! In just 13 chapters, this book is easy to read and comprehend and will advance your skillset and knowledge the AI revolution we are experiencing today. As a book worm, I've read a handful of Aaron's books, and this one is on the top shelf in my Power Platform collection. Be sure to check out the table of contents and see for yourself. FIVE STARS!
Amazon Verified review Amazon
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