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Releases: lucab85/MLOps

Release v1.0.0 - Initial Release

13 Mar 14:27

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πŸ“… Release Date: 13th March 2025
πŸš€ Status: Stable

What's Included?

βœ… Flask-based API for serving MLflow models
βœ… /predict endpoint for customer churn prediction
βœ… Fetches the latest model version from MLflow
βœ… Dockerized setup for easy deployment
βœ… Jenkins CI/CD pipeline for automated builds and deployment

Installation & Usage

Install dependencies:

pip install -r requirements.txt

Run the application:

python app.py --mlflow_tracking_uri http://mlflow.example.com:8080 --model_name my_model

Build & run with Docker:

docker build -t bank-churn-api .
docker run -d -p 5000:5000 --name bank-churn-container bank-churn-api

Future Enhancements

πŸ”œ Add authentication to secure API endpoints
πŸ”œ Improve logging and error handling
πŸ”œ Implement model monitoring and drift detection