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shah-zeb-naveed authored Mar 15, 2024
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# All Things Azure

A repository containing some projects I deployed in Azure Machine Learning, focusing on MLOps, Azure ML CLI and GitHub Actions. This also includes some modified versions of labs I completed for Azure ML SDK v2.

- 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
- 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:

<img width="382" alt="Screenshot 2024-03-15 at 4 30 32 PM" src="https://github.com/shah-zeb-naveed/all-things-azure/assets/44922205/bc6dd45d-b42f-4f8e-acca-29ab06e37b37">

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