The Hartford India

AI/Machine Learning Engineer

The Hartford India

Secunderabad•On-site•5-8 Yrs•2 hours ago

This role is a collaborative partnership with Data Scientists and Data Engineers from the various Commercial Lines Data Science teams.

Collaborate with Data Scientists to onboard models into monitoring systems (e.g., MHM database) and maintain configuration files for drift and performance checks.
Support retraining workflows when drift or degradation is detected.
Implement monitoring frameworks to track data drift, training-serving skew, and model performance metrics in production environments.
Utilize observability tools like Arize to set up monitors for accuracy, precision, recall, and other KPIs. Configure automated alerts for anomalies in input/output distributions and performance degradation. Data Quality AssurancePerform QC checks on incoming data to validate integrity and completeness before model scoring.
Develop pipelines for continuous validation of data sources and ensure compliance with quality standards.Performance EvaluationMonitor KPIs such as accuracy, precision, recall, and fairness across demographic slices.
Conduct root-cause analysis for performance degradation and recommend retraining strategies.Infrastructure & Automation
Build and maintain CI/CD pipelines for deploying monitoring solutions and model updates.
Leverage cloud technologies for scalable monitoring and orchestration. Documentation & Reporting

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