Vinnie Bansal - Machine Learning with Dynamics 365 and Power Platform

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

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The significant difference between a Dynamics 365 CRM and the others is that it is a cloud‐based platform that enables users to access it.

All the different kinds of apps are integrated with this system. It supports all Dynamics 365 apps and Microsoft apps, including Office 365, Excel, and Power Board, and enables you to use different apps at the same time without any problems or delays.

Let's move on to the Dynamics 365 CRM applications:

Dynamics 365 Sales. Dynamics 365 Sales provides data and digital tools to your sales teams to turn relationships into revenue. It empowers the sales team to build relationships; evolves using adaptable, scalable, and easy‐to‐use sales solutions; and maximizes productivity with intelligent automation.

Dynamics 365 Customer Service. Dynamics 365 Customer Service ensures that your team gets the right tools and streamlined data in a unified platform to intelligently handle requests and complex issues, to deliver authenticated personalized experience, and to earn customer loyalty for life.

Dynamics 365 Field Service. Dynamics 365 Field Service is a proactive application that enables your technicians to monitor every piece of customer equipment remotely. If any issue arises with the equipment, the technician proactively takes action to resolve the issue by scheduling the appointment with the customer for on‐site service, thus empowering your organization to deliver maximum quality service with a seamless end‐to‐end experience.

Dynamics 365 Marketing Dynamics 365 Marketing is an application that helps you to plan, automate, and monitor all the prospects that can turn into qualified marketing leads. It enables you to automate marketing processes such as email campaigns, prioritize your leads, design interactive online forms, generate and score leads, share information seamlessly across teams, and much more all in one place.

Enterprise Resource Planning

Businesses need an ERP system to manage core business operations and improve data perceptibility around finance data management and manufacturing. How is the Dynamics 365 ERP system different from others? Dynamics 365 has connected both CRM and ERP systems to reduce information silos. By integrating CRM and ERP systems, it saves employees the trouble of having to make data entries on both systems individually. Dynamics 365 provides connectors that enable both systems to communicate with each other.

Let's investigate Dynamics 365 ERP applications:

Dynamics 365 Commerce. Dynamics 365 Commerce is an e‐commerce solution that enables you to deliver personalized shopping experiences across various physical and digital channels. It helps you build an omnichannel website that can connect all your stores to understand customer needs by monitoring their behavior. It also improves operational efficiency to upscale your business.

Dynamics 365 Finance. Dynamics 365 Finance is a tool that automates and unifies all your global financial operations and predicts future outcomes to make data‐driven decisions smarter and faster to drive business growth. It monitors performance in real time to optimize operational expenses with budget control and financial planning and analysis.

Dynamics 365 Human Resources. Dynamics 365 Human Resources is an application that empowers employees to proactively enhance their careers by landing the best candidates using easy‐to‐use human resources (HR) tools. It helps them in optimizing HR programs, making better decisions using valuable insights, and improving organizational agility for impactful results.

Dynamics 365 Supply Chain Management. Dynamics 365 Supply Chain Management is a tool that enables you to build a unified and resilient supply chain with the ability to provide business intelligence that can help you to innovate manufacturing operations, extend the life of your assets, improve warehouse management, and enhance workforce performance.

Dynamics 365 for Small and Medium‐Sized Businesses

Dynamics 365 Business Central is an all‐in‐one management solution for organizations across a spectrum of business processes used for managing sales, customer service, marketing, finance, and operations. It helps organizations to stay connected with customers in real time and make smarter decisions faster. It is possible to integrate and adapt business processes effortlessly with Dynamics 365 Business Central.

Common Data Model

Businesses use multiple applications for different business processes, such as marketing, sales, and manufacturing that lead to a poorly planned architecture that holds back organizations from scaling in the long term. The employees are wasting time navigating data from one application to another, which increases manual errors and loss of credibility. The only solution to this problem is an integrated system that empowers employees to share data across the spectrum of business applications. Therefore, businesses are switching to Dynamics 365.

But how does Dynamics 365 connect these applications? The answer is the Common Data Model. It is one of the foundations on which Dynamics 365 is built. It provides a shared data language for all the business processes to use. The Common Data Model metadata system consists of a set of standardized predefined schemas, including entities, attributes, semantic metadata, and relationships, that make it possible to share data across Microsoft Power Apps, Power BI, Dynamics 365, and Azure. Because of this, organizations can achieve semantic and structural consistency across applications.

INTRODUCTION TO POWER PLATFORM

Businesses are harnessing large amounts of data every second from sources such as social media, web, and business systems like Dynamics 365 ERP/CRM. How can this data be used to gain insights and drive intelligent business processes? This is where the Power Platform comes in.

What Is Power Platform?

Power Platform is a collective term for four Microsoft products: (1) Power BI, (2) PowerApps, (3) Power Automate, and (4) Power Virtual Agents.

Now let's understand why it was invented.

Power Platform can be used with Office 365 and Dynamics 365 (as well as other third‐party apps and other Microsoft services) to automate and analyze data easily. It enables end‐users who are not technically sound to access digital information. These are the people who have a vision and are willing to create something better by using a Triple‐A‐Loop – analyze, act, and automate – to derive valuable business outcomes. (See Figure 1.1.)

FIGURE 11 Understanding the three tools of the Power Platform Power Apps - фото 2

FIGURE 1.1 Understanding the three tools of the Power Platform.

Power Apps

PowerApps is a platform for nontechnical users to develop user‐friendly and functional apps without writing a single line of code or low‐code application.

It is also known as the Citizen Application Development Platform. The natural connection between Power BI and PowerApps makes it effortless to take actions directly from Power BI reports and dashboards. It increases productivity and makes your work less tedious by avoiding the need to switch between separate apps or copy and paste data from one window to another.

Power Automate

Power Automate is an intelligent process that allows you to automate complex business processes without any technical knowledge of doing so. It has a simple, user‐friendly interface through which users can create automated workflows that can be triggered by utilizing insights from Power BI, apps built with PowerApps, or third‐party applications.

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