
Tania is a senior MLOps Engineer with over 11 years of experience building production ML systems with strong monitoring and governance requirements. Her background blends software engineering with operational excellence. She has worked with US-based companies in regulated environments where ML reliability and traceability are critical.

Tania has designed systems for model versioning, monitoring, and auditability. She is particularly attentive to compliance, reproducibility, and controlled deployment processes.
Her approach is governance-aware: she ensures ML systems can be trusted not only technically, but also from an operational and compliance perspective.

