. Diagnose systemic issues (drift, feedback loops, cold start, pacing imbalance, auction inefficiencies) and lead cross...
, and tuning exercises.- Provide analytical insight into false positives, segmentation shifts, and model drift analysis. Governance...
systems: MLflow (or equivalent), feature stores, model registry, drift detection, automated testing. Engineer solutions...
monitoring frameworks for model performance, data quality, and risk typology drift;implement advanced analytics to detect...
. Diagnose systemic issues (drift, feedback loops, cold start, pacing imbalance, auction inefficiencies) and lead cross...
-on familiarity with LLMOps/MLOps practices: evaluation harnesses, monitoring, drift detection, data pipelines, and human-in-the-loop...
Build evaluation loops (precision/recall, calibration, drift, human-in-the-loop) and publish dashboards/SLOs...
, patching, and vulnerability management Drive automation for drift detection, patching, remediation, and compliance reporting...
of AI pipelines, encompassing logging, tracing, and metrics to detect drift, anomalies, or performance bottlenecks. Security, Privacy...
triggered by drift detection, new data arrival, or scheduled intervals. Build observability for model health, drift, inference...