See how Insoft Services is responding to COVID-19

Course 40560G: Microsoft Cloud Workshop: Predictive Maintenance for remote field devices

X

Contact Us

We would love to hear from you. Please complete this form to pre-book or request further information about our delivery options.

Subscribe

I'd like to receive emails with the latest updates and promotions from Insoft.

Data Protection & Privacy

I hereby allow Insoft Ltd. to contact me on this topic. Further, I authorise Insoft Ltd. processing, using collecting and storing my personal data for the purpose of these activities. All your data will be protected and secured as outlined in our privacy policy.


Upcoming Courses


Dec 7, 2020
09:00 - 17:00 (CEST)
Online

  • Course 40560G: Microsoft Cloud Workshop: Predictive Maintenance for remote field devices
    1 days  (Instructor Led Online)  |  Azure

    Course Details

    In this Microsoft Cloud Workshop: Predictive Maintenance for remote field devices (Course 40560G), you will learn how to evaluate Microsoft’s catalogue of PaaS and SaaS-based IoT products to determine the optimal combination of tools to fulfil Fabrikam’s needs. You will design and implement a solution that simplifies IoT device management and reporting, providing Fabrikam with a faster path to realizing their IoT strategy without requiring a lot of custom development. Next, you will learn how to deploy a trained predictive maintenance Machine Learning model and design a stream processing pipeline that makes predictions with the model in near real-time. At the end of this pipeline is an alert that is sent to the oil pump maintenance team when a pump failure is imminent.

     

    See other Microsoft courses

    Objectives

    After completing this course, students will be able to:

    • Design an IoT-based predictive maintenance solution in Azure.

    Outline

    Module 1: Whiteboard Design Session – Predictive Maintenance for remote field devices

    Lessons

    • Review the customer case study
    • Design a proof of concept solution
    • Present the solution

    Module 2: Hands-on Lab – Predictive Maintenance for remote field devices

    Lessons

    • Configuring IoT Central with devices and metadata
    • Run the Rod Pump Simulator
    • Creating a device set
    • Creating a useful dashboard
    • Create an Event Hub and continuously export data from IoT Central
    • Use Azure Databricks and Azure Machine Learning service to train and deploy a predictive model
    • Create an Azure Function to predict pump failure

    Target Audience

    This workshop is intended for Cloud Architects and IT professionals who have architectural expertise of infrastructure and solutions design in cloud technologies and want to learn more about Azure and Azure services as described in the ‘About this Course’ and ‘At Course Completion’ areas.

    Prerequisites

    Those attending this workshop should also be experienced in other non-Microsoft cloud technologies, meet the course prerequisites, and want to cross-train on Azure. Workshop content presumes 300-level of architectural expertise of infrastructure and solutions design. We suggest students take this prerequisite prior to attending this workshop.