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AI Edge Engineer: Learning Path
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markmap.md

AI Edge Engineer: 17 Modules

INTRO to Azure IOT | 31 min

What is Azure IOT?

How does Azure IOT Work?

When should you use Azure IOT?

INTRO to Azure IOT Hub | 28 min

What is Azure IOT Hub?

How does Azure IOT Hub Work?

When should you use Azure IOT Hub?

INTRO to Azure IOT Edge | 29 min

What is Azure IOT Edge?

How does Azure IOT Work Edge?

When should you use Azure IOT Edge?

Deploy Pre-Built Module to Edge Device | 56 min

Use pre-built module to generate test data

Setup communication between IOT Hub and IOT Edge

Deploy pre-built module to Edge device

Train & Package Azure ML module for Edge deployment | 86 min

What is a virtual machine?

Setup communication between IOT Hub and IOT Edge

Create and Deploy Azure ML modules

Viewing container repository

Viewing generated data

Cleaning up resources

INTRO to Azure Functions for IOT | 27 min

What is Azure Functions for IOT?

How does Azure Functions for IOT Work?

When should you use Azure Functions for IOT?

Connect IOT Devices to Cognitive Services using Azure Functions | 76 min

Design Cognitive Services using Azure Functions

Configure IOT Device to IOT Hub

Create Azure Cognitive Service

Deploy Azure Functions

Deploy Code to IOT Device

Run Cognitive Services on IOT Edge | 64 min

Design Language Detection Module on IOT Edge

Configure IOT Edge to IOT Hub

Deploy Cognitive Service to IOT Edge

Test Cognitive Service to IOT Edge

INTRO to MLOPs for IOT Edge | 36 min

What is MLOps for IOT Edge?

How does MLOps for IOT Edge Work?

When should you use MLOps for IOT Edge?

Implement CI/CD for IOT Edge | 54 min

Design CI/CD pipeline for IOT Edge

Create CI Pipeline with Azure DevOps

Create release pipeline with a smoke test

INTRO to Azure Sphere | 30 min

What is Azure Sphere?

How does Azure Sphere Work?

When should you use Azure Sphere?

Image Classification using Azure Sphere | 68 min

Design Image Classification System on Azure Sphere

How to setup Azure Sphere

Create Real-time Image Classification System

Build a Real-time Image Classification System

Setup display output

Deploy a real-time Image Classification System

Develop secure IoT Solutions for Azure Sphere with IoT Hub | 125 min

Designing a secure IOT Solution

Learn about Azure Sphere devices

Setup Azure Sphere

Connect Room Environment Monitor to Azure IOT Hub

Secure an Azure Sphere

Deploy High-Level Application to Azure Sphere

Set the room virtual thermostat with zure IOT Hub Device Twins

Remotely restart your Azure Sphere device ..

Depoloy Azure RTOS real-time sensor app to monitor room environment

Send Azure RTOS real-time room environment sensor data to IOT Hub

Develop secure IoT solutions for Azure Sphere, Azure RTOS and Azure IoT Central | 120 min

Design Secure IOT Solution with Azure Sphere

Supported Azure Sphere Devices

Setup Azure Sphere

Connect Room Environment Monitor to Azure IOT Central

Secure an Azure Sphere

Deploy high-level app to Azure Sphere

Set room virtual thermostat with Azure IOT Device Twins

Remotely restart your Azure Sphere device ..

Depoloy Azure RTOS real-time sensor app to monitor room environment

Send Azure RTOS real-time room environment sensor data to IOT Hub

Create an image recognition solution with Azure IoT Edge and Azure Cognitive Services | 62 min

Design computer vision solution

Install IOT Edge runtime on Linux

Creeate fruit classification model

Understand project structure

Deploy and build solution

Monitor solution

Void detection on Edge devices with Live Video Analytics using own images and video | 53 min

Build video analytics solution on IOT Edge

Deploy IOT Edge Device

Install Vision Edge Shell

Upload video to Edge device for processing

Deploy your solution

Object detection on Edge devices with Live Video Analytics using YOLO model | 105 min

Build Video Analytics Solution on IOT Edge

Deploy an IOT Edge device

Install Vision Edge Solution

Upload Sample Video to Edge Device

Build container image with YOLOv4 TensorFlow Lite model

Build container image with YOLO moodel and deploy to IOT Edge

Deploy your solution

Bring your AI model to deploy a video analytics solution

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