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MLOps using Azure ML Services and Azure DevOps

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So I'm facing an issue where about half the time [this](https://github.com/microsoft/MLOpsPython/blob/cbeadae5b53409f71ff69a34c27ed4aa1e6606da/diabetes_regression/evaluate/evaluate_model.py#L118) line is failing because `run.parent.get_metrics()` is empty. Sometimes it works, sometimes it doesn't - so it seems like a...

Hi, Suppose I have a private python package in some git repo that I need to use in my workflow. Is it possible to add this as a dependency to...

This is an issue to discuss an approach we just implemented, and whether I should make a PR here to share it with you guys. It is a bit of...

It would be great to have a .vscode launch.json file that can be used to start a debugging session for running the ml_service scripts, or more importantly, for running the...

enhancement

Its quite common that one creates some code which is needed both during training and scoring, e.g. a custom data transformer or a custom model. Then one wants to have...

enhancement

To deploy to Azure App Service we now need to do some manual setup first (create the app service). It would be useful if this could be automated with an...

enhancement

We are currently deploying to ACI using the devops extension and yml files based off of this repo. There is not an example of how to set environment variables to...

enhancement

Currently all of the pipeline steps have allow_reuse=False. As a developer, it would be great to enable reuse of steps so that only my changes run. The allow_reuse=True is not...

enhancement

There seem to be a bug on the AML Pipeline side if a custom dockerfile is used. The `runconfig` property `environment.docker.base_dockerfile` is not being passed through correctly in pipeline jobs...

doc

Since most developers using this repo will iterate on the scripts for the pipeline steps (to update their models or evaluation), it would be great to make the process of...

enhancement
doc