Senior ML Data Engineer - AV Dataset
Tasks
- Build 3D geometry tooling for camera projection and calibration
- Build and improve data curation pipeline
- Collaborate with algorithm teams on data gaps
- Create deduplication and sampling processes
- Develop dataset SDK and data converters
- Develop scoring and sampling strategies
- Measure dataset quality with validation and diagnostics
- Run and optimize GPU inference at scale
- Translate model performance issues into curation criteria
Perks/Benefits
- N/A
Skills/Tech-stack
3D Geometry | Active Learning | Airflow | Argo | Camera Models | Columnar Analytics | Computer Vision | Data Curation | Data pipeline | Distribution Balancing | DuckDB | Embeddings | GPU Inference | Hard example mining | Image Segmentation | Kubeflow | Language Models | Machine Learning | NumPy | Object Detection | Pandas | PyArrow | Python | TensorRT | Triton | VLLM | Vector Databases | Vision Language Models | Vision-language | Workflow Orchestration
Education
N/A
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