Pipeline

Turintech provides a complete, production-ready ML pipeline solution with all necessary components for immediate integration.

Delivered Components

1. Source Code:

   • Clean, documented Python modules.
   • Production-grade implementation.
   • Modular design for easy customization.
   • Best practices and patterns built-in.

2. Jupyter Notebooks:

   • Interactive development environment.
   • Step-by-step tutorials.
   • Example workflows.
   • Documentation with executable code.
   • Testing Framework.

3. Unit tests:

   • Integration tests.
   • Performance tests.
   • Test coverage reports.

4. REST API:

   • FastAPI implementation.
   • OpenAPI documentation.
   • Authentication ready.
   • Scalable endpoint design.

5. MLFlow Integration:

   • Experiment tracking.
   • Model registry.
   • Artifact storage.
   • Parameter logging.

6. Docker Support:

   • Dockerfile and compose files.
   • Production-ready configurations.
   • Environment consistency.
   • Easy deployment.

Integration Benefits

• Rapid Deployment: Get started immediately with production-ready code.
• Full Customization: Modify any component to meet your needs.
• Best Practices: Built following industry standards.
• Comprehensive Testing: Ensure reliability from day one.
• Modern Stack: Latest tools and frameworks.
• Documentation: Extensive guides and examples.