/AzureML_notebooks

A selection of learning resources for upskilling on Azure Machine Learning

Primary LanguageJupyter Notebook

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