Machine Learning Systems Engineer, Ads ML Platform
capabilities for feature governance, including lineage tracking, validation, drift detection, anomaly monitoring, reproducibility...
capabilities for feature governance, including lineage tracking, validation, drift detection, anomaly monitoring, reproducibility...
) with experiment tracking, versioning, lineage, and environment‑specific artefacts. Enforce audit readiness: model cards...
data quality issues and critical data elements. Develop data mappings and document data lineage. Define data quality... analysis and profiling. Experience with data mapping, lineage, and data modelling. Understanding of ETL/ELT processes...
, governance, lineage and observability across the platform. Support the development of trusted, self-service analytics...
understanding of data governance, lineage, and quality frameworks Strategic thinker with a focus on scalability and reuse...
quality, lineage, cataloging) Ensure solution designs align with enterprise architecture principles and standard Establish...
, and reconciliation activities. Data Analysis & Data Governance Perform data analysis and data lineage investigations across risk... and communication skills. Data & Technology Strong SQL skills for data analysis and reconciliation. Experience with data lineage, data...
teams to implement metadata, lineage, and data quality frameworks using Microsoft Purview Support the design of DataOps...
AI, access controls, data lineage, and compliance requirements Experience running proofs-of-concept and technical evaluations...
(backup/restore posture, DR testing, patch/vulnerability closure, config drift);ensure metrics lineage and audit readiness... and controls - Monitor adherence to risk and control guidelines for data access and use. Data quality, reliability, and lineage...