ML Observability Infrastructure

Congratulations! After weeks or months training, your model is finally complete and deployed to production, and integrated into your recommendation system. The A/B testing results show a meaningful and positive impact on business metrics. However, your co-worker reminds you that your work is not yet finished. Your model needs continuous monitoring to ensure its performance remains optimal. In other words, your model is at the beginning of its operational journey.