Machine Learning Data Engineer
Tasks
- Analyze class balance
- Build dataset ingestion pipelines
- Conduct dataset coverage analysis
- Design labeling workflows
- Detect data leakage
- Detect train test leakage
- Document datasets
- Ensure dataset reproducibility
- Maintain data cleaning pipelines
- Manage dataset versioning and lineage
- Perform labeling quality control
- Support dataset testing and validation
- Track interannotator agreement
Perks/Benefits
Skills/Tech-stack
Airflow | DVC | Dagster | Data Engineering | Data Lineage | Data Versioning | Data cleaning | Dataset Documentation | Distribution Shift | Interannotator Agreement | Label Noise | Labeling | LakeFS | Machine Learning | Python | Reproducibility | SQL | Train Test Leakage | Train/Test
Education
N/A
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