Machine Learning with Dynamics 365 and Power Platform: The Ultimate Guide to Apply Predictive Analytics

Length: 240 pages
Edition: 1
Language: English
Publisher: Wiley
Publication Date: 2022-01-06
ISBN-10: 1119771293
ISBN-13: 9781119771296
Sales Rank: #1199500 (See Top 100 Books)

Apply cutting-edge AI techniques to your Dynamics 365 environment to create new solutions to old business problems

In Machine Learning with Dynamics 365 and Power Platform: The Ultimate Guide to Apply Predictive Analytics, an accomplished team of digital and data analytics experts delivers a practical and comprehensive discussion of how to integrate AI Builder with Dataverse and Dynamics 365 to create real-world business solutions. It also walks you through how to build powerful machine learning models using Azure Data Lake, Databricks, Azure Synapse Analytics.

The book is filled with clear explanations, visualizations, and working examples that get you up and running in your development of supervised, unsupervised, and reinforcement learning techniques using Microsoft machine learning tools and technologies. These strategies will transform your business verticals, reducing costs and manual processes in finance and operations, retail, telecommunications, and manufacturing industries.

The authors demonstrate:

What machine learning is all about and how it can be applied to your organization’s Dynamics 365 and Power Platform Projects
The creation and management of environments for development, testing, and production of a machine learning project
How adopting machine learning techniques will redefine the future of your ERP/CRM system

Perfect for Technical Consultants, software developers, and solution architects, Machine Learning with Dynamics 365 and Power Platform is also an indispensable guide for Chief Technology Officers seeking an intuitive resource for how to implement machine learning in modern business applications to solve real-world problems.

Cover
Table of Contents
Title Page
Copyright
Foreword
Preface
    WHY DID WE WRITE THIS BOOK?
    WHAT WAS THE INSPIRATION BEHIND THIS SUBJECT?
Acknowledgments
About the Authors
CHAPTER 1: Dynamics 365, Power Platform, and Machine Learning
    INTRODUCTION TO DYNAMICS 365
    INTRODUCTION TO POWER PLATFORM
    WHAT IS MACHINE LEARNING: HOW HAS IT EVOLVED?
    DEFINITION OF MACHINE LEARNING
CHAPTER 2: Artificial Intelligence and Pre‐Built Machine Learning in Dynamics 365
    AZURE AI PLATFORM
    AZURE MACHINE LEARNING SERVICE
    KNOWLEDGE MINING
CHAPTER 3: ML/AI Features and Their Applications in Dynamics 365
    VIRTUAL AGENT FOR CUSTOMER SERVICE IN DYNAMICS 365
    ARTIFICIAL INTELLIGENCE IN POWER APPS WITH AI BUILDER
    WHAT IS MIXED REALITY?
CHAPTER 4: Dynamics 365 and Custom ML Models Using Azure ML
CHAPTER 5: Deep Dive in Machine Learning Custom Models
Chapter 6: Machine Learning with Dynamics 365 Use Cases
    ML FOR FINANCE
    DEMAND FORECASTING
    CONNECTED STORE
    ML FOR HUMAN RESOURCES MANAGEMENT
    MACHINE LEARNING AT THE WORKPLACE
Afterword
Index
End User License Agreement