9 часов назад
Senior/Staff Machine Learning Engineer (Reinforcement Learning), Motion Planning
130 000 - 220 000$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior/Staff Machine Learning Engineer (Reinforcement Learning), Motion Planning (Autonomous Driving): Designing, training, and deploying learned behavior planning models for autonomous trucks with an accent on reinforcement learning, simulation, and large-scale distributed training. Focus on building end-to-end reinforcement learning pipelines, analyzing failure modes, improving generalization across driving scenarios, and deploying models to driving pipelines.
Location: Santa Clara, California, United States; hybrid workplace
Salary: $130,000–$220,000 per year
Company
AI develops AI-based virtual driver software for factory-built autonomous trucks, with operations in the United States and Europe.
What you will do
- Design, develop, and deploy learned behavior planning models using reinforcement learning, behavior cloning, and imitation learning.
- Own the end-to-end reinforcement learning pipeline, including environment construction, training, and modeling.
- Contribute to reinforcement learning infrastructure for large-scale distributed training.
- Track model training, analyze performance, and identify failure modes to improve generalization across driving scenarios.
- Collaborate with simulation and planning teams to deploy learned behavior planning models to autonomous driving pipelines.
Requirements
- MS or PhD in computer/software engineering, robotics, machine learning, or a related field.
- Production coding experience in C, C++, and Python.
- Experience with machine learning frameworks such as PyTorch.
- Experience with reinforcement learning.
- Strong oral and written communication skills.
Nice to have
- Experience with high-throughput batched driving simulators such as GPUDrive and PufferDrive.
- Experience with self-play reinforcement learning.
- Experience with sim-to-real applications in robotics or autonomous driving.
- Experience in learned behavior planning or prediction for autonomous vehicles.
Culture & Benefits
- Work in an innovative, future-oriented autonomous driving field.
- Opportunities for personal and professional development.
- Catered free lunch, unlimited snacks, and beverages.
- Competitive salary and benefits package, including a 401(k) plan.
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