In this role, you will:
- Design software architectures that combine both learned and classical methods that are integrated with motion planning
- Create principled algorithmic improvements and machine learning models to improve on-vehicle performance and behaviors
- Leverage our large-scale data pipelines and machine learning infrastructure to research, prototype, and deploy new solutions to improve driving behavior
- Plan and lead large cross-functional initiatives
- Present work proposals & artifacts to leadership and technical mentoring of team members
Qualifications
- BS, MS, or PhD Computer Science or related field within Robotics; 3+ years of experience
- Experience with training and deploying machine learning models
- Experience with production machine learning pipelines, dataset creation, training frameworks, and metrics pipelines
- Understanding of configuration spaces and real-time motion planning algorithms (A*, RRTs, PRMs, etc.)
- Fluency in C++, Python, PyTorch, TensorFlow
Bonus Qualifications
- Prior experience with successful deployment of products in autonomous robotics and/or a safety critical product industry
- Prior experience with sensor fusion, 3D data representation, motion planning, machine learning pipelines & architectures
- Publications in the fields of machine learning and/or robotics within academia or industry venues
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