JungeAlexander/azureml-demo

🚧 WIP: An non-exhaustive exploration of AzureML features.

azureml-demo

🚧🚧🚧 WIP 🚧🚧🚧

Environment setup

python -m virtualenv .venv
source .venv/bin/activate
python -m pip install -f requirements.txt
# TO ENSURE EXACT PINNED PACKAGE VERSIONS:
# python -m pip install -f requirements.lock

Updating pinned package versions:

pip freeze > requirements.lock

Workflow

Register dataset

Train model

• Register environment
• Track performance -> MLflow?
• model dependencies? e.g. tunetuning, downstream use

Register model

Deploy to Azure Function

• https://docs.microsoft.com/en-us/azure/machine-learning/how-to-deploy-functions

Fancier model

• keras CTC/transformers model
• wav2vec