Machine Learning Researcher
Tasks
- Analyze intervention outcomes
- Assess ML opportunities
- Build datasets and labels
- Build forecasting models
- Build nowcasting models
- Build prototypes for productionization
- Build retrieval models
- Characterize calibration and uncertainty
- Collaborate with meteorologists and atmospheric scientists on targets
- Combine NWP radar satellite microwave sounder data
- Communicate results and limitations
- Create baselines and evaluation metrics
- Create simulation models
- Define ground truth
- Define physical constraints and priors
- Deliver operational model or prototype
- Develop supercooled liquid water forecasting methods
- Evaluate generalization and failure modes
- Learn from operations and field campaigns
- Perform multimodal atmospheric state estimation
- Prioritize ML projects by operational value and feasibility
- Run experimental comparisons
- Scale experiments using compute budget
- Validate model performance
- Write research quality software
Perks/Benefits
- 401k matching
- Dental insurance
- Free EV charging
- Health insurance
- Kitchenette
- Lunch provided
- Paid parental leave
- Relocation assistance
- Stock options
- Unlimited paid time off
- Vision insurance
Skills/Tech-stack
Aerospace | Autonomy | Calibration | Computer Vision | Data Assimilation | Data labeling | Dataset curation | Generative Models | Geospatial Data | JAX | Machine Learning | Microwave Sounder | Model Debugging | Model Evaluation | Multimodal Learning | Probabilistic Modeling | PyTorch | Python | Radar | Remote Sensing | Representation Learning | Robotics | Satellite data | Sensor fusion | Sequence Modeling | State Estimation | Statistical modeling | Uncertainty Quantification
Education
N/A
Regions
Countries
States
Cities
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