Senior ML Engineer
Ontario, Ontario, Canada
A CAD 130K-162K (estimate) Senior-level Full Time
Tasks
- Build CI/CD pipelines for ML
- Build batch inference workflows
- Build near real time scoring
- Design and consume batch feature stores
- Design and consume low latency feature stores
- Detect feature drift
- Detect model performance degradation
- Develop explainability artifacts
- Enable champion challenger model framework
- Ensure SLA and freshness validation
- Implement MLflow experiments and model registry
- Implement controlled model rollouts
- Implement deterministic preprocessing
- Implement feature and score monitoring
- Manage versioned feature and model deployments
- Productionize ML models into governed pipelines
- Support replay and recovery with idempotent design patterns
- Validate data quality and schema contracts
Perks/Benefits
- N/A
Skills/Tech-stack
AWS | Amazon EMR | Amazon IAM | Amazon S3 | Batch inference | CI/CD | Champion Challenger | Data Quality | Data Quality Validation | Drift Detection | Explainable AI | Feature Engineering | Feature Store | MLOps | MLflow | Machine Learning | Model Monitoring | Model Registry | PySpark | Python | Quality validation | Real Time | Real-time Scoring | Schema Contracts
Education
N/A
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