Develop and integrate machine learning models that detect semantic map elements for autonomous driving. You will curate and validate datasets, contribute to offboard mapping pipelines, and collaborate with validation teams to improve model quality and automate mapping features.
Responsibilities
- Design, research, implement, and train models to detect semantic map elements.
- Validate machine learning models for safe and efficient navigation.
- Curate, label, and validate datasets for model training and evaluation.
- Integrate trained models into the offboard mapping pipeline.
- Automate mapping features to improve pipeline throughput and consistency.
- Use ML infrastructure and collaborate with validation teams to run model validation pipelines.
Required Skills
- C++Machine learning model development
- Model training
- Semantic map element detection
- Dataset curation
- Data labeling
- Model validation
- Offboard mapping pipeline integration
- Networking protocols
- UDP