Machine Learning with Dynamics 365 and Power Platform
Machine Learning with Dynamics 365 and Power Platform
The Ultimate Guide to Apply Predictive Analytics
Profitt, Rachel; Clere, Aurelien; Khan, Fawad; Bansal, Vinnie
John Wiley & Sons Inc
03/2022
240
Dura
Inglês
9781119771296
15 a 20 dias
468
Preface ix
Acknowledgments xi
About the Authors xiii
Chapter 1: Dynamics 365, Power Platform, and Machine Learning 1
Introduction to Dynamics 365 1
Introduction to Power Platform 6
What Is Machine Learning: How Has It Evolved? 11
Definition of Machine Learning 12
Chapter 2: Artificial Intelligence and Pre- Built Machine Learning in Dynamics 365 33
Azure AI Platform 33
Azure Machine Learning Service 41
Knowledge Mining 67
Chapter 3: ML/AI Features and Their Applications in Dynamics 365 71
Customer Insights 71
Customer Service Insights 77
Sales Insights 83
Product Insights 95
Virtual Agent for Customer Service in Dynamics 365 96
Artificial Intelligence in Power Apps with AI Builder 99
What Is Mixed Reality? 102
Chapter 4: Dynamics 365 and Custom ML Models Using Azure ML 107
Azure Machine Learning 108
Azure Machine Learning Studio 115
Azure Machine Learning Service 146
Chapter 5: Deep Dive in Machine Learning Custom Models 149
Azure CLI Extension 149
Visual Studio Code 153
Chapter 6: Machine Learning with Dynamics 365
Use Cases 161
ml for Finance 162
Demand Forecasting 190
Connected Store 192
ml for Human Resources Management 195
Machine Learning at the Workplace 200
Afterword 205
Index 207
Preface ix
Acknowledgments xi
About the Authors xiii
Chapter 1: Dynamics 365, Power Platform, and Machine Learning 1
Introduction to Dynamics 365 1
Introduction to Power Platform 6
What Is Machine Learning: How Has It Evolved? 11
Definition of Machine Learning 12
Chapter 2: Artificial Intelligence and Pre- Built Machine Learning in Dynamics 365 33
Azure AI Platform 33
Azure Machine Learning Service 41
Knowledge Mining 67
Chapter 3: ML/AI Features and Their Applications in Dynamics 365 71
Customer Insights 71
Customer Service Insights 77
Sales Insights 83
Product Insights 95
Virtual Agent for Customer Service in Dynamics 365 96
Artificial Intelligence in Power Apps with AI Builder 99
What Is Mixed Reality? 102
Chapter 4: Dynamics 365 and Custom ML Models Using Azure ML 107
Azure Machine Learning 108
Azure Machine Learning Studio 115
Azure Machine Learning Service 146
Chapter 5: Deep Dive in Machine Learning Custom Models 149
Azure CLI Extension 149
Visual Studio Code 153
Chapter 6: Machine Learning with Dynamics 365
Use Cases 161
ml for Finance 162
Demand Forecasting 190
Connected Store 192
ml for Human Resources Management 195
Machine Learning at the Workplace 200
Afterword 205
Index 207