Azure Machine Learning: Upskilling Workshop

Aim of this repository: Empower and educate on the capabilities, features and the best practices surrounding Azure Machine Learning.

Content within this repository

• End-2-end pipeline for model training, model registering & deployment including safe rollout for managed online endpoints,
• GPU distributed training using PyTorch,
• Hyper-parameter sweep using the Azure ML SDK v2,
• MLOps using Azure DevOps and Azure Machine Learning,
• Registering datastores programmatically including the new external data conenections (i.e. to Snowflake),
• Responsible AI dashboard example

Misc content includes:

• R script as a componetnt in a pipeline,
• Creating a custom environment with a private GitHub package,
• Many models at scale