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