AI edge engineer

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Overview

Module 1: University of OxfordIn this module, you will:Evaluate whether Azure IoT can address the problems associated with large-scale IoT deploymentDescribe how the components of Azure IoT work together to build a cloud-based IoT solution"Produced in partnership with the University of Oxford Ajit Jaokar Artificial Intelligence: Cloud and Edge Implementations course"Module 2: University of OxfordIn this module, you will:Evaluate whether IoT Hub can effectively address the problems associated with large-scale IoT deploymentDescribe how the components of IoT hub work...

Syllabus

Module 1: Introduction to Azure IoT

Introduction
What is Azure IoT?
How Azure IoT works
When to use Azure IoT
Knowledge check
Summary

Module 2: Introduction to Azure IoT Hub

Introduction
What is IoT Hub?
How IoT Hub works
When to use IoT Hub
Knowledge check
Summary

Module 3: Introduction to Azure IoT Edge

Introduction
What is IoT Edge?
How IoT Edge works
When to use IoT Edge
Knowledge check
Summary

Module 4: Deploy a pre-built module to the Edge device

Introduction
Use a pre-built module to generate test data
Set up communication between IoT Hub and IoT Edge
Exercise - Set up communication between IoT Hub and IoT Edge
Deploy a prebuilt module to an IoT Edge device
Exercise - Deploy a pre-built module to the IoT Edge
Knowledge check
Summary

Module 5: Train and package an Azure machine learning module for deployment to IoT Edge device

Introduction
What is a virtual machine?
How to set up communication between IoT Hub and IoT Edge
Exercise - Set up communication between IoT Hub and IoT Edge
How to create and deploy Azure machine learning modules
Exercise - Creating and deploying Azure machine learning module
How to view container repository
Exercise - Viewing container repository
How to view generated data
Exercise - Viewing generated data
Clean up resources
Knowledge check
Summary

Module 6: Introduction to Azure Functions for IoT

Introduction
What are Azure Functions for IoT?
How Azure Functions for IoT work
When to use Azure Functions for IoT
Knowledge check
Summary

Module 7: Connecting IoT devices to Cognitive Services using Azure Functions

Introduction
Design Cognitive Services using Azure Functions
How to configure IoT device to the IoT Hub
Exercise - Configuring IoT device to the IoT Hub
Knowledge check
How to create Azure Cognitive Services
How to deploy Azure Functions
How to deploy device code to the IoT device
Exercise - Deploying Cognitive Services as Azure Functions to the IoT device
Knowledge check
Exercise - Customizing Cognitive Services as Azure Functions
Knowledge check
Summary

Module 8: Run Cognitive Services on IoT Edge

Introduction
Design a language detection module on IoT Edge
How to configure IoT Edge to IoT Hub
Exercise - Configure IoT Edge to IoT Hub
How to deploy a cognitive service to an IoT Edge device
Exercise - Deploying a cognitive service to IoT Edge as a container
Exercise - Test Cognitive Services on the IoT Edge device
Knowledge check
Summary

Module 9: Introduction to MLOps for IoT Edge

Introduction
What is MLOps for IoT Edge?
How MLOps works for IoT Edge
When to use MLOps for IoT Edge
Knowledge check
Summary

Module 10: Implement CI/CD for IoT Edge

Introduction
Design a CI/CD pipeline for IoT Edge
How to create a CI pipeline with Azure DevOps
Exercise - Create a CI pipeline for IoT Edge with Azure DevOps
How to create a release pipeline with a smoke test
Exercise - Create a CD release pipeline for IoT Edge with a smoke test
Knowledge check
Summary

Module 11: Introduction to Azure Sphere

Introduction
What is Azure Sphere?
How Azure Sphere works
When to use Azure Sphere
Knowledge check
Summary

Module 12: Image classification using Azure Sphere

Introduction
Design an image classification model on Azure Sphere
How to set up Azure Sphere
Exercise - Set up Azure Sphere
How to create a real-time image classification application
Exercise - Create a real-time image classification application
How to build a real-time image classification application
Exercise - Build a real-time image classification application
How to set up display output
Exercise - Set up display output
How to deploy a real-time image classification application to Azure Sphere
Exercise - Deploy a real-time image classification application to Azure Sphere
Knowledge check
Summary

Module 13: Develop secure IoT Solutions for Azure Sphere with IoT Hub

Introduction
Designing a secure IoT solution
Learn about Azure Sphere devices
How to set up Azure Sphere
Exercise - Set up Azure Sphere
How to connect a room environment monitor to Azure IoT Hub
Exercise - Connect a room environment monitor to Azure IoT Hub
How to secure an Azure Sphere
Exercise - Secure an Azure Sphere application
How to deploy a high-level application to your Azure Sphere
Exercise - Deploy a high-level application to your Azure Sphere
How to set the room virtual thermostat with Azure IoT Hub device twins
Exercise - Set room virtual thermostat with Azure IoT Hub device twins
How to remotely restart your Azure Sphere device with an Azure IoT Hub direct method
Exercise - Remotely reboot your Azure Sphere device with an Azure IoT direct method
How to deploy an Azure RTOS real-time sensor application to monitor the room environment
Exercise - Deploy an Azure RTOS real-time sensor application to monitor the room environment
How to send Azure RTOS real-time room environment sensor data to IoT Hub
Exercise - Send Azure RTOS real-time room environment sensor data to IoT Hub
Knowledge check
Summary

Module 14: Develop secure IoT solutions for Azure Sphere, Azure RTOS and Azure IoT Central

Introduction
Design a secure IoT solution with Azure Sphere
Supported Azure Sphere devices
How to set up Azure Sphere
Exercise - Set up Azure Sphere
How to connect a room environment monitor to Azure IoT Central
Exercise - Connect a room environment monitor to Azure IoT Central
How to secure an Azure Sphere
Exercise - Secure an Azure Sphere application
How to deploy a high-level application to your Azure Sphere
Exercise - Deploy a high-level application to your Azure Sphere
How to set the room virtual thermostat with Azure IoT device twins
Exercise - Set the room virtual thermostat with Azure IoT device twins
How to remotely restart Azure Sphere with Azure IoT direct methods
Exercise - Remotely reboot Azure Sphere with Azure IoT direct methods
How to deploy an Azure RTOS real-time sensor application to monitor the room environment
Exercise - Deploy an Azure RTOS real-time sensor application to monitor the room environment
How to send Azure RTOS real-time room environment sensor data to IoT Central
Exercise - Send Azure RTOS real-time room environment sensor data to IoT Central
Knowledge check
Summary