Solo ML Deployment

You work as the sole machine learning engineer at a mid-sized e-commerce company. You have developed a predictive model for customer purchase likelihood that needs to be retrained periodically and reliably served in production. There is no dedicated data engineering or ML-Ops support.

How would you automate the retraining and deployment of this model while ensuring reliability and minimal downtime?