GROWTH PATH
This is an individual contributor role with strong ownership expectations. High performers may be considered for workstream lead or functional lead responsibilities after approximately 12 months, based on demonstrated ownership, delivery, technical judgment, mentoring, cross-functional influence, and ability to reduce dependency on the Director of ML.

ABOUT THE ROLE
We are looking for an ML Evaluation Engineer to own model quality, regression testing, release validation, and production impact analysis for clinical AI systems. This role sits between applied ML, clinical data, MLOps, and production operations.

Your job is to ensure that every model or workflow release is measurable, secure, and not degrading important clinical behavior. You will maintain evaluation datasets, create hidden test sets, run regression checks, analyze production issues, and produce release-readiness reports.

WHAT YOU WILL DO
Build and maintain evaluation frameworks for clinical NLP, LLM, RAG, information extraction, and structured abstraction systems.




Create and manage hidden test datasets that are not directly visible to model developers, reducing overfitting risk.
Define release metrics, regression thresholds, slice-based evaluation, failure-mode tracking, and release/blocker criteria.
Compare model versions and identify performance degradation across clinical segments, document types, clients, data sources, labels, and edge cases.
Work with Clinical AI Data Specialists to design gold sets, hidden test sets, adjudication workflows, and label quality checks.
Work with Research Engineers to understand model changes, expected behavior, and evaluation risks without compromising test-set independence.
Work with MLOps/Data Engineering to monitor production behavior, triage bugs, analyze incident impact, and prioritize fixes.
Create release-readiness reports before production deployment.
Build dashboards, scripts, and automated checks for evaluation, monitoring, regression testin

📌 Clinical AI Data Specialist (Bengaluru)
🏢 Triomics
📍 Bengaluru