6 дней назад
Machine Learning Engineer II - Learned Planning (Reinforcement Learning)
153 200 - 183 800$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Machine Learning Engineer II - Learned Planning (Reinforcement Learning) (Autonomous Driving/Robotics): Develop and deploy learned behavior models for autonomous trucks using behavior cloning, imitation learning, and reinforcement learning, with an accent on production ML infrastructure, scalable training, and model validation. Focus on analyzing failure modes, curating datasets from simulation and fleet data, integrating models into autonomy testing workflows, and improving robustness across driving scenarios.
Location: Remote in the United States or hybrid office work in Ann Arbor, Michigan, United States.
Salary: $153,200–$183,800 USD per year, plus potential bonus, stock options, sign-on payments, and relocation compensation.
Company
develops software for automated trucks and autonomous vehicle technology as part of the Daimler family.
What you will do
- Develop and train learned behavior models using behavior cloning, imitation learning, reinforcement learning, and sequence modeling.
- Implement production-quality Python and PyTorch code for model training, evaluation, and inference.
- Analyze model performance and failure modes to improve robustness and generalization across driving scenarios.
- Build training pipelines and curate behavior datasets from simulation, fleet logs, and on-vehicle data.
- Collaborate with perception, prediction, planning, simulation, validation, safety, and autonomy engineering teams.
- Integrate models into simulation and testing workflows and improve experimentation speed, reproducibility, and iteration.
Requirements
- Bachelor’s degree in computer science, robotics, electrical engineering, machine learning, or a related technical field with 4+ years of industry experience, or a master’s degree with 2+ years of experience.
- Experience applying imitation learning, reinforcement learning, or sequence modeling to robotics, autonomous systems, or complex control environments.
- Strong programming skills in Python and PyTorch, including production-quality machine learning code.
- Experience training and evaluating models with large datasets and scalable compute environments.
- Understanding of autonomy architectures such as transformers, graph neural networks, or sequence models.
- Experience debugging model behavior, analyzing metrics, iterating on training pipelines, and integrating ML models into larger software systems.
Nice to have
- Experience in autonomous driving, robotics, or simulation-based training environments.
- Experience with reinforcement learning frameworks or distributed training systems such as Ray.
- Experience with simulation environments, large-scale behavior datasets, vehicle dynamics, motion planning, or multi-agent decision-making.
- Experience deploying ML models into production or real-world robotics systems.
Culture & Benefits
- Collaborative, energetic, and team-focused work environment.
- Competitive compensation with bonus and stock options.
- 100% company-paid medical, dental, and vision premiums for full-time employees.
- 401(k) plan with a 6% employer match.
- Flexible scheduling, generous paid vacation available immediately after starting, AD&D insurance, and life insurance.
Будьте осторожны: если работодатель просит войти в их систему, используя iCloud/Google, прислать код/пароль, запустить код/ПО, не делайте этого - это мошенники. Обязательно жмите "Пожаловаться" или пишите в поддержку. Подробнее в гайде →
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