IoT Foundation Predictive Maintenance

Khurram Azhar

 IoT Foundation Predictive Maintenance

This is the fourth course in the AWS Internet of Things (IoT) Foundation series. In this course, you will build on the concepts introduced in previous lessons, which covered onboarding single devices, establishing communication with them, collecting and visualizing data received, and managing a fleet of devices. This course focuses on using AWS services to predict failure of IoT devices in an industrial setting. You will also learn how to use AWS services such as AWS IoT Analytics, AWS IoT Rules Engine, and AWS QuickSight to collect, visualize, and analyze data in order to take automated action based on data collected from your IoT devices.

Note: For learners who are new to AWS Internet of Things, we recommend the complete IoT Foundation Series, which contains this course and other foundational knowledge about AWS Internet of Things.

 

Intended Audience

This course is intended for:

Data Engineers

Operations Analysts

Device Engineers

 

Course Objectives

In this course, you will learn how to:

Describe the Industrial Internet of Things (IIoT)

Use data collected from IoT devices to predict device failure

Create and view rules using the AWS IoT rules engine

Use AWS IoT Analytics to visualize and analyze data collected from IoT devices

Apply the AWS-recommended best practices to avoid failure of IoT devices

 

Prerequisites

We recommend that attendees of this course have the following prerequisites:

IoT Foundation: Telemetry

IoT Foundation: Command and Control

IoT Foundation: Introduction to Fleet Management

 

Course Outline

This course covers the following concepts:

Introduction to the Course

Business Challenge

Agenda

Industrial Internet of Things (IIoT)

Overview

Uses Cases

Predictive Maintenance Architecture

Introduction to Predictive Maintenance

Overview

Technical Path: Lambda

Technical Path: Amazon QuickSight

Technical Path: Machine Learning

AWS Greengrass

AWS IoT Rules Engine

Overview

Permissions

Elements

Demonstration

AWS IoT Analytics

Introduction & Overview

Channels

Pipelines

Data Stores

Datasets

Jupyter Notebooks

Demonstration

AWS QuickSight

Overview

Use Cases

Demonstration

Best Practices for predictive maintenance

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