Power Platform and the AI Revolution : Explore Modern AI Services to Develop Apps, Bots, and Automation Patterns to Enhance Customer Experiences

• Autore: Guilmette Aaron
• Pubblicazione: Birmingham : , : Packt Publishing, Limited, , 2024; ©2024
• Edizione: 1st ed.
• Descrizione fisica: 1 online resource (356 pages)
• Disciplina: 658.4/038011
• Soggetto topico: Artificial intelligence; Dashboards (Management information systems)
• Note generali: Description based upon print version of record.; Building an input form
• Nota di contenuto: Cover -- Title Page -- Copyright -- Dedication -- Contributors -- Table of Contents -- Preface -- Chapter 1: Introduction to AI Services -- What kinds of things can Generative AI do? -- What is Power Platform? -- Learning about Power Automate -- Learning about Copilots -- Learning about Power Apps -- Learning about AI Builder technologies -- Understanding Power Platform licensing -- Exploring additional AI services -- Working with Azure AI Services -- Working with OpenAI models -- Working with services from Google, Anthropic, and more -- Summary -- Chapter 2: Configuring an Environment to Support AI Services -- Configuring Azure -- Requesting API access for Azure OpenAI services -- Setting up OpenAI service resources in Azure -- Configuring API access for ChatGPT -- Configuring your workstation -- Configuring Power Platform -- Summary -- Chapter 3: Talking to ChatGPT -- Working with ChatGPT as a user -- So, what's a token? -- Sending prompts to ChatGPT -- HTTP -- OpenAI GPT-3 completions -- Retrieving data from ChatGPT -- So, what exactly is JSON? -- Working with ChatGPT's JSON output in Power Automate -- Summary -- Chapter 4: Using ChatGPT and Copilot to Create Flows and Apps -- Working with Power Automate -- Using ChatGPT to create flows -- Using ChatGPT Plus to create flows -- Using Copilot to create flows -- Working with Power Apps -- Using ChatGPT to build an app -- Using Copilot to build an app -- Summary -- Chapter 5: Bootstrapping a Power App with Copilot -- Configuring prerequisites -- Creating identities in Entra ID -- Creating a Dataverse environment -- Building a new Power App with Copilot -- Configuring the data elements -- Creating the model-driven backend app -- Creating the canvas frontend app -- Enabling automation -- Further exploration -- Summary -- Chapter 6: Processing Data with Sentiment Analysis. ; What is sentiment analysis, anyway? -- Licensing prerequisites -- Configuring solution prerequisites -- Creating a shared mailbox -- Creating a Microsoft Teams team -- Configuring a sentiment analysis flow -- Testing the flow -- Further exploration -- Summary -- Chapter 7: Using Power Automate and AI to Build PowerPoint Presentations -- Licensing prerequisites -- Learning about the Encodian Flowr connector -- Input formatting -- Tokens -- Populate PowerPoint -- Merge Presentations -- Interacting with Wikipedia articles -- Creating a PowerPoint template -- Creating the flow -- Creating the Generate Content Summaries scope -- Configuring the JSON parameters -- Customizing the GPT prompt -- Creating the Generate Slides scope -- Working with Encodian Flowr -- Testing the flow -- Further exploration -- Summary -- Chapter 8: Building an Event Registration App with Identity Verification -- Designing a solution -- Licensing prerequisites -- Configuring solution prerequisites -- Configuring SharePoint Online -- Establishing a Teams meeting -- Building an input form -- Creating flows -- Configuring a flow to handle form submission -- Processing the identity document -- Sending confirmation messages -- Testing the flow -- Further exploration -- Summary -- Chapter 9: Implementing an AI-Enabled Resume Screener -- Designing a solution -- Licensing prerequisites -- Configuring solution prerequisites -- Creating a shared mailbox -- Creating a team -- Configuring SharePoint Online -- Configuring the AI model -- Enabling the Cloudmersive connector -- Creating a flow -- Configuring the trigger and variables -- Processing the attachment and candidate record -- Extracting information from a resume and updating a candidate record -- Evaluating the resume with a prompt -- Updating the candidate record -- Sending confirmation messages -- Testing the flow. ; Further exploration -- Summary -- Chapter 10: Crafting an Executive Summary with GPT -- Designing a solution -- Licensing prerequisites -- Configuring solution prerequisites -- Enabling subscriptions -- Preparing a document template -- Setting up a cloud storage provider -- Creating the flow -- Configuring the trigger -- Converting the document -- Sending the content to GPT -- Populating the document and saving the new file -- Testing the flow -- Further exploration -- Summary -- Chapter 11: Using AI to Tag Images in a SharePoint Library -- What is computer vision? -- Designing a solution -- Licensing prerequisites -- Configuring solution prerequisites -- Creating a computer vision service -- Configuring a SharePoint library -- Creating the flow -- Configuring the trigger -- Working with computer vision -- Updating the image details in the library -- Testing the flow -- Further exploration -- Summary -- Chapter 12: Creating a Generative AI-Based Bot -- Learning about the solution -- What's a topic, anyway? -- What are generative answers? -- Designing a solution -- Licensing prerequisites -- Preparing solution prerequisites -- Creating the copilot -- Customizing the copilot -- Creating a new topic that uses ChatGPT -- Disabling template topics -- Adding content for generative AI -- Testing the copilot -- The Holidays topic -- Generative answers -- Further exploration -- Summary -- Chapter 13: Publishing a Generative AI-based Bot -- Publishing a bot to Teams -- Publishing the bot -- Testing the bot -- Approving the bot -- Publishing a bot to a website -- Publishing a bot to Facebook -- Publishing a bot to other endpoints -- Summary -- Index -- Other Books You May Enjoy.
• Sommario/riassunto: Unlock the untapped potential of ChatGPT, CoPilot, and Azure AI services by integrating them with the Microsoft Power Platform Key Features 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 Book 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. 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 Who this book is 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.
• Titolo autorizzato: Power Platform and the AI Revolution
• ISBN: 9781835089927; 1835089925
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9911149634503321
• Lo trovi qui: Univ. Federico II