Perception Machine Learning Engineer - Continuous Learning
Mountain View, CA, USA; San Francisco, CA, USA
R
USD 175K-215K Senior-level Full Time
Tasks
- Analyze embedding space for blind spots
- Architect data pipelines for sensor data
- Automate data curation pruning downsampling
- Build pipelines for rare scenario mining training evaluation
- Collaborate with researchers and operations on model lifecycle
- Deploy active learning for data selection
- Detect regressions in model updates
- Evaluate real-world model performance
- Guide automated data acquisition
- Identify most impactful training data
- Maintain ground-truth free performance metrics
- Mine ingest and manage sensor data
- Optimize label quality
- Run experiments for data balancing and subset selection
- Use uncertainty estimation and confidence scores
Perks/Benefits
Skills/Tech-stack
Active Learning | Auto-labeling | Computer Vision | Confidence Scores | Data Balancing | Data Curation | Data Ingestion | Data Mining | Data Pipelines | Embedding analysis | Ground Truth | JAX | Label Quality | Label Quality Optimization | Machine Learning | PyTorch | Python | Quality optimization | Regression testing | Subset Selection | Uncertainty Estimation
Education
Regions
Countries
States
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