Repository navigation
Releases
Releases · lucab85/MLOps
Release v1.0.0 - Initial Release
📅 Release Date: 13th March 2025
🚀 Status: Stable
What's Included?
✅ Flask-based API for serving MLflow models
✅ /predict endpoint for customer churn prediction
✅ Fetches the latest model version from MLflow
✅ Dockerized setup for easy deployment
✅ 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
🔜 Add authentication to secure API endpoints
🔜 Improve logging and error handling
🔜 Implement model monitoring and drift detection