practices including automated security policy enforcement, drift detection, and infrastructure vulnerability scanning integrated...
). Working knowledge of Spark or similar large-scale data tools and MLOps concepts (feature stores, evaluation pipelines, drift...
instance and environment strategy (prod/sub-prod topology, cloning and data masking, drift controls, Store app governance... lifecycle, MID server posture) and monitor for drift. Engage regularly with VP-level business and technology leaders;present...
Build observability into data pipelines with monitoring, alerting, and dashboards for latency, drift, and failures...
, stress-tests, drift detection. - Optimize models and pipelines for performance, cost, and efficiency. - Ensure...
security indicators, IAM changes, and compliance drift concerns. Participate in working groups, inheritance discussions...
practices: evaluation harnesses, monitoring and drift detection, data pipelines, and human-in-the-loop processes. Familiarity...
as well. Sensors and vehicle calibrations can drift unexpectedly, which if undetected significantly harms the quality...
in production. Investigate failure modes, edge cases, and drift (e.g., low-quality responses, latency spikes, low adoption...
collaboration effectiveness, latency, stability, and cost. Build quality assurance and risk controls: drift & anomaly monitoring...