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@shah-zeb-naveed
shah-zeb-naveed authored Mar 18, 2024
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Expand Up @@ -4,6 +4,7 @@ A repository containing some projects I deployed in Azure Machine Learning, focu

- Implemented different environments in Github with Azure User-Assigned Managed Idenitity
- Configured CI/CD using Github Actions including linting, unit testing, automatic deployment and endpoint set-up
- Upon PR to main, the training script is run/test automatically and if successful, a new production run is created upon approval. Once merged to main, an endpoint is updated/created and the model is re/deployed.
- Used Azure curated conda environement for Python 3.8 (a required fix as Azure curated environment for 3.7 crashes due to dependency resolution issues)
- An MLFLOW model (Logistic Regression) deployed on a real-time endpoint in Azure:

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