and online/batch inference at scale. Configure robust monitoring for model/data drift, security telemetry, and pipeline.... Experience with model registry, drift detection, and observability (metrics/traces/logs) for ML services. Ability to implement...
to interpret model performance, bias, drift, and physical consistency. Create data and model introspection tools that allow...
: Intelligent data quality validation and anomaly detection Automated schema drift detection and impact analysis Query...
for regression / classification, Bias, overfitting, drift, and robustness issues. Experience with the following: NLP...
and observability for ML systems, including data quality checks, drift detection, performance metrics, and alerting. Build and support...
training, versioning, deployment, and monitoring of model drift Performance Engineering: Debug, optimize, and tune the...
drift). Core Competencies Execution Excellence: Delivers consistent results through disciplined follow-up and problem...
modeling, and supervised learning methods Understand how to monitor signals or models for data drift, behavioral adaptation...
Compliance becomes a non-issue Engineering executes without drama or drift Company runs smoother than it...
integrating with security scanning, configuration drift detection, and compliance baselines. Document architecture, topology...