Edge - Art of the possible

Deploy Azure GPU enabled VM Create NC12v2 VM in Azure on Ubuntu 18.04

• Install drivers - https://cnvrg.io/how-to-setup-docker-and-nvidia-docker-2-0-on-ubuntu-18-04/
• Install nvidia docker and ensure nvidai-smi is working inside docker for you - https://cnvrg.io/how-to-setup-docker-and-nvidia-docker-2-0-on-ubuntu-18-04/
• Install iot edge on your VM - https://docs.microsoft.com/en-us/azure/iot-edge/how-to-install-iot-edge-linux OR use the Azure deploy button ere this does all above from UX - https://github.com/MSKeith/iotedge-vm-deploy

Tutorials creating and deploying solutions to Edge:

• Deploy FactoryAI Vision - https://github.com/Azure-Samples/azure-intelligent-edge-patterns/tree/master/factory-ai-vision
• Azure Stack Edge docs - https://docs.microsoft.com/en-us/azure/databox-online/azure-stack-edge-j-series-configure-gpu-modules
• Intelligent Edge Git Hub repo samples - https://github.com/Azure-Samples/azure-intelligent-edge-patterns
• Live Video Analytics -https://docs.microsoft.com/en-gb/azure/media-services/live-video-analytics-edge/use-intel-openvino-tutorial
• Live Video Analytics GitHub repo has samples and some utils includes RTSP simulator - https://github.com/Azure/live-video-analytics
• You can also train a CustomAI vision model, export to container and deploy to IOT Edge here is an example- https://azure.github.io/Vision-AI-DevKit-Pages/docs/Tutorial-HOL_Using_the_VisionSample/

Setup CICD for IoT Edge to deploy your container solution and even setup monitoring IoT Edge modules:

• IoT Hub and IoT Edge Module Monitoring - Expose and ingest IoT Edge Metrics into Azure Monitor Log Analytics workspace - https://github.com/veyalla/ehm
• IoT Edge Container Debug logs to Azure Monitor - Ingest IoT Edge container logs into Azure Monitor Analytics workspace - https://github.com/veyalla/logspout-loganalytics
• Use Grafana to send IoT Edge Container Debug to Azure Monitor - https://github.com/veyalla/edge-telegraf-monitor

IoT Edge Concepts

• IoT Hub - https://docs.microsoft.com/en-us/azure/iot-hub/about-iot-hub
• IoT Edge Runtime - https://docs.microsoft.com/en-us/azure/iot-edge/iot-edge-runtime
• IoT Edge Modules - https://docs.microsoft.com/en-us/azure/iot-edge/iot-edge-modules
• IoT Edge Module communication - https://docs.microsoft.com/en-us/azure/iot-edge/iot-edge-runtime#module-communication
• IoT Edge on Kubernetes - https://docs.microsoft.com/en-us/azure/iot-edge/how-to-install-iot-edge-kubernetes# & Tutorial - https://microsoft.github.io/iotedge-k8s-doc/
• Container Host interactions - https://docs.microsoft.com/en-us/azure/iot-edge/how-to-use-create-options Storage - https://docs.microsoft.com/en-us/azure/iot-edge/how-to-access-host-storage-from-module Network - https://docs.microsoft.com/en-us/azure/iot-edge/how-to-use-create-options#map-host-port-to-module-port

IoT Workshops

• Internet of Things learning path - https://github.com/microsoft/Internet-of-Things-Event-Learning-Path
• Internet of Things - https://github.com/Microsoft/MCW-Internet-of-Things
• IoT Smart City - https://github.com/Microsoft/MCW-IoT-and-the-Smart-City
• MlOps - https://github.com/microsoft/MCW-ML-Ops
• Predictive Maintenance for Field Devices - https://github.com/microsoft/MCW-Predictive-Maintenance-for-remote-field-devices
• Securing IoT End to End - https://github.com/microsoft/MCW-Securing-the-IoT-end-to-end
• JulyOT Training - https://julyot.dev/

Microsoft Learn Edge Content

• AI Edge Engineer - https://docs.microsoft.com/en-us/learn/paths/ai-edge-engineer/
• Introduction to IoT - https://docs.microsoft.com/en-gb/learn/paths/introduction-to-azure-iot/
• Securely connect IoT Devices- https://docs.microsoft.com/en-gb/learn/paths/securely-connect-iot-devices/
• Build intelligent edge with IoT Edge - https://docs.microsoft.com/en-gb/learn/paths/build-intelligent-edge-with-azure-iot-edge/
• Develop IoT Solutions with IoT Central - https://docs.microsoft.com/en-gb/learn/paths/develop-iot-solutions-with-azure-iot-central/
• Synapse Analytics -https://docs.microsoft.com/en-us/learn/paths/realize-integrated-analytical-solutions-with-azure-synapse-analytics/?_lrsc=1212a841-a9d8-45f4-9e7c-3db61ef82a85
• Azure Digital Twins - https://docs.microsoft.com/en-us/learn/paths/develop-azure-digital-twins/

Analytics & AI Workshops

• Machine Learning - https://github.com/microsoft/MCW-Machine-Learning
• Synapse & AI - https://github.com/microsoft/MCW-Azure-Synapse-Analytics-and-AI
• Big Data & Visualisation - https://github.com/Microsoft/MCW-Big-Data-and-Visualization
• Cognitive Services & Deep Learning - https://github.com/Microsoft/MCW-Cognitive-Services-and-Deep-Learning
• CosmosDB Real-time analytics - https://github.com/Microsoft/MCW-Cosmos-DB-Real-Time-Advanced-Analytics
• Innovate with Data & AI - https://github.com/microsoft/MCW-Innovate-and-modernize-apps-with-Data-and-AI
• Intelligent Analytics - https://github.com/Microsoft/MCW-Intelligent-Analytics
• Analytics and SQL 2019 - https://github.com/microsoft/MCW-Modernizing-Data-Analytics-with-SQL-Server-2019

Data Workshops

• Migrate to Azure SQL - https://github.com/microsoft/MCW-Migrating-SQL-databases-to-Azure
• Migrating Oracle to Azure SQL - https://github.com/Microsoft/MCW-Migrating-Oracle-to-Azure-SQL-and-PostgreSQL
• SQL Engineering Team workshops - https://microsoft.github.io/sqlworkshops/
• Migrating Oracle to PostgreSQL - https://github.com/Hrashid789/ora2pgWorkshop

DataOps

• Modern Data warehouse DataOps -https://github.com/Azure-Samples/modern-data-warehouse-dataops

Demos

• IoT Solution Demos -https://github.com/Azure-Samples/IoTDemos

Devices

• nVidia Jetson Nano DevKit - https://developer.nvidia.com/embedded/learn/get-started-jetson-nano-devkit
• Deploying an AI/IoT Model https://github.com/NVIDIA-AI-IOT/trt_pose

Use Pre-trained Models for Edge AI

Intel OpenVino - https://software.intel.com/content/www/us/en/develop/tools/openvino-toolkit/pretrained-models.html nVidia -https://developer.nvidia.com/blog/training-custom-pretrained-models-using-tlt/

Technical Whitepapers

• Oracle to PostgreSQL migration guide - https://github.com/microsoft/OrcasNinjaTeam/blob/master/Oracle%20to%20PostgreSQL%20Migration%20Guide/Oracle%20to%20Azure%20Database%20for%20PostgreSQL%20Migration%20Guide.pdf

Register for OpenHacks

• Developer focused team based events - https://openhack.microsoft.com/

Check out these projects

• Project15 - https://github.com/microsoft/project15
• HealthyCountryAi - https://github.com/microsoft/HealthyCountryAI
• Microsoft researh - https://www.microsoft.com/en-us/research/
• IoT Central - https://github.com/Azure/iot-central