AI edge engineer
- Offered byMicrosoft
AI edge engineer at Microsoft Overview
Duration | 17 hours |
Start from | Start Now |
Total fee | Free |
Mode of learning | Online |
Schedule type | Self paced |
Difficulty level | Beginner |
Official Website | Explore Free Course  |
Credential | Certificate |
AI edge engineer at Microsoft Course details
- Introduction to Azure IoT
- Introduction to Azure IoT Hub
- Introduction to Azure IoT Edge
- Deploy a pre-built module to the Edge device
- Train and package an Azure machine learning module for deployment to IoT Edge device
- Introduction to Azure Functions for IoT
- Connecting IoT devices to Cognitive Services using Azure Functions
- Run Cognitive Services on IoT Edge
- Introduction to MLOps for IoT Edge
- Implement CI/CD for IoT Edge
- Introduction to Azure Sphere
- Image classification using Azure Sphere
- Develop secure IoT Solutions for Azure Sphere with IoT Hub
- Develop secure IoT solutions for Azure Sphere, Azure RTOS and Azure IoT Central
- Create an image recognition solution with Azure IoT Edge and Azure Cognitive Services
- Void detection on Edge devices with Live Video Analytics using own images and video
- Object detection on Edge devices with Live Video Analytics using YOLO model
- In this learning path, we take an interdisciplinary engineering approach
- We aspire to create a standard template for many complex areas for deployment of AI on edge devices such as Drones, Autonomous vehicles etc
- The learning path presents implementation strategies for an evolving landscape of complex AI applications
- Describe Azure IoT components and explain how you combine them to solve IoT solutions, which create value for enterprises
AI edge engineer at Microsoft Curriculum
Introduction to Azure IoT
Introduction
What is Azure IoT?
How Azure IoT works
When to use Azure IoT
Knowledge check
Summary
Introduction to Azure IoT Hub
Introduction
What is IoT Hub?
How IoT Hub works
When to use IoT Hub
Knowledge check
Summary
Introduction to Azure IoT Edge
Introduction
What is IoT Edge?
How IoT Edge works
When to use IoT Edge
Knowledge check
Summary
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
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
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
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
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
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
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
Introduction to Azure Sphere
Introduction
What is Azure Sphere?
How Azure Sphere works
When to use Azure Sphere
Knowledge check
Summary
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
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
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
Create an image recognition solution with Azure IoT Edge and Azure Cognitive Services
Introduction
Exercise - Design computer vision solution
Exercise - Install IoT Edge runtime for Linux
Create the fruit classification model
Understand the project structure
Exercise - Deploy and build the solution
Monitor your solution
Knowledge check
Summary
Void detection on Edge devices with Live Video Analytics using own images and video
Introduction
Build the video analytics solution on IoT Edge
How to deploy IoT Edge device
Exercise - Deploy an IoT Edge device
How to install Vision on Edge solution
Exercise - Install Vision Edge Shell
How to upload a sample video file to your edge device
Exercise - Upload a video to your edge device to be processed
How to deploy your solution
Exercise - Deploy your solution
Summary
Object detection on Edge devices with Live Video Analytics using YOLO model
Introduction
Build the video analytics solution on IoT Edge
How to deploy an IoT Edge device
Exercise - Deploy an IoT Edge device
How to install Vision on Edge solution
Exercise - Install Vision Edge Solution
How to upload a sample video file to your edge device
Exercise - Upload a sample video to your edge device
How to build a container image with YOLOv4 TensorFlow Lite model
Exercise - Build a container image with YOLO model and deploy it to IoT Edge
How to deploy your solution
Exercise - Bring your AI model to deploy a video analytics solution
Summary
AI edge engineer at Microsoft Entry Requirements
- None
- Not mentioned
AI edge engineer at Microsoft Admission Process
Important Dates
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