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40560: Microsoft Cloud Workshop: Predictive Maintenance for remote field devices
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40560: Microsoft Cloud Workshop: Predictive Maintenance for remote field devices
WHAT YOU WILL LEARN
In this workshop, you will learn how to evaluate Microsoft's catalog of PaaS and SaaS-based IoT products to determine the optimal combination of tools to fulfill 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.
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 "Summary" and "Skills gained" areas. 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.
PREREQUISITES
Workshop content presumes 300-level of architectural expertise of infrastructure and solutions design. We suggest students take this prerequisite prior to attending this workshop.
• Microsoft Azure Essentials course, http://www.microsoft.com/enUS/azureessentials
METHODOLOGY
This program will be conducted with interactive lectures, PowerPoint presentation, discussion, and practical exercise.
COURSE OBJECTIVES
Design an IoT-based predictive maintenance solution in Azure.
Modules
Lessons
• Review the customer case study
• Design a proof of concept solution
• Present the solution
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 predictive model
• Create an Azure Function to predict pump failure
Gerald Hoong Seng Kah
Gerald
has 19 years of information technology experience and on community service and
event experiences, he excels impressively. He was invited as a speaker for 3
break-out sessions for Microsoft TechED SEA 2008 on SQL Server 2008 at Kuala
Lumpur Convention Center.
He even
participated at the “Ask-The-Expert" booth for Microsoft Visual Studio 2008 and Microsoft SQL Server 2008 at
the Heroes Launch 2008 and conducted a Microsoft Visual Studio Team System
2008, formerly code-named “Orcas" Metro workshop for Microsoft Certified
Partners and independent software vendors (ISVs).
He was
invited as a speaker on various occasions such as during the 2 break-out
sessions and 3 instructor-led sessions at Microsoft TechED SEA 2007 on SQL
Server 2008 and Office SharePoint Server 2007 respectively at Kuala Lumpur
Convention Center. He was also a speaker for an instructor-led session at
Microsoft TechEd SEA 2006 on development of web parts using Windows SharePoint
Services Version 3.0 at Kuala Lumpur Convention Center.
He
conducted a few Microsoft Office 2007 Touchdown workshops for Microsoft
Certified Partners and independent software vendors and Microsoft Windows Vista
Beta 1 Touchdown workshop and Microsoft Windows Vista Beta 1 Touchdown workshop
for Microsoft Certified Partners and ISVs. He also conducted a Microsoft
Windows Server code-named “Longhorn" Touchdown workshop and Microsoft Visual
Studio Team System workshop for Microsoft Certfied Partners and ISVs.
He was
invited as a guest speaker on Microsoft Office 2007 development for the MIND
community, which is an active IT community under the helm of Microsoft. He is a
committee member of SQL Practitioners Alliance Network (SPAN).
He was the co- speaker and tag team presenter at
the recently concluded World SharePoint Conference 2014 at Las Vegas, USA. He was the only Malaysian presenter among
the other presenters from Asia.
In March 2014, he participated as co-speaker and tag team presenter at the World SharePoint Conference 2014 at Venetian Hotel and Resorts, Las Vegas, USA.
Recently, he conducted a specialized Microsoft SharePoint training and consultancy for a team of 17 people from Carlsberg Group at Carlsberg & Jacobsen Brewhouse in Copenhagen, Denmark.
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