Mini toolsDefinition
An automated pipeline for integrating code changes and deploying ML models to production environments.
Detailed Explanation
CI/CD for ML involves automating the entire pipeline from code integration through testing to deployment. It includes automated testing of both code and model performance validation of data pipelines model training verification and automated deployment procedures. This ensures consistent quality and reduces deployment risks through systematic automation.
Use Cases
Automated model retraining pipelines Systematic deployment workflows Automated testing systems Production model updates
