- Intro to Azure
- High level overview of services
- WALKTHROUGH: Login to the Azure Portal, create Resource group and Storage account (Blob + Container)
- Intro to Microsoft AI Platform
- Understanding the different types: Canned, Pre-Built, Custom
- WALKTHROUGH: Azure Video Indexer
- Sample video is at https://aka.ms/serverless-ai-workshop-video
- WALKTHROUGH: Custom Vision
- Overview of custom vision and how it works
- Build a custom vision model to detect wether Buzz Lightyear is broken or not
- Working Sample Images
- Broken Sample Images
- Images to test with (DO NOT UPLOAD)
- Intro to Serverless
- Overview of serverless and why it's useful
- WALKTHROUGH: Building a Logic App and integrating our Custom Vision Model
- Advanced AI
- Demystifying Deep Learning
- Utilisting notebooks for machine learning
- DEMO: Fashion MNIST sample and integrating into Logic App
Continue your learning my taking a look at some of the Microsoft Learn courses below
- Introduction to Azure: https://docs.microsoft.com/en-us/learn/modules/welcome-to-azure/
- Classify Images with the Microsoft Custom Vision Service: https://docs.microsoft.com/en-us/learn/modules/classify-images-with-custom-vision-service/
- Create a canvas app in PowerApps: https://docs.microsoft.com/en-us/learn/paths/create-powerapps/
- Prepare your development environment for Azure Development: https://docs.microsoft.com/en-us/learn/modules/prepare-your-dev-environment-for-azure-development/
- Create neural networks with TensorFlow on the Azure Data Science Virtual Machine: https://docs.microsoft.com/en-us/learn/modules/create-neural-network-with-dsvm/
- Create Serverless Logic with Azure Functions: https://docs.microsoft.com/en-us/learn/modules/create-serverless-logic-with-azure-functions/