Description
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Research and develop algorithms for reinforcement learning based methods for planning.
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Design efficient model architectures that can run in real-time on the computing platform of our vehicles.
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Develop offline data-driven ML infrastructure for fast adaptation of the planning ML models.
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Deliver on target planning SW and closely work with the perception team to achieve the most intelligent autonomous driving systems.
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Work with massive field-testing data to continuously improve autonomous driving technologies.
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Designing, running, and analyzing experiments and testing to evaluate the efficiency of our solutions on real-world data.
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Partnering with system software engineering specialists to ship industrial strength ML models.
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Communicating and collaborating with multi-functional teams.
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Education in Engineering, Robotics, Computer Science with a focus on Reinforcement Learning, Artificial Intelligence, or a related field, or equivalent experience.
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Strong experience in applied reinforcement learning including model architecture design, model training, data mining, and data analytics.
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3-5 + years of experience working with machine learning frameworks such as PyTorch, Tensorflow.
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Strong Python programming experience with software design skills.
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Solid understanding of data structures, algorithms, code optimization and large-scale data processing.
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Excellent problem-solving skills.
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MS or PhD level education in Engineering, Robotics or Computer Science with a focus on Reinforcement Learning, Artificial Intelligence, or a related field, or equivalent experience.
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Related experience in autonomous driving or robotics production solutions.
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Hands on experience in developing RL based planning engine for autonomous driving or robotic system.
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Experience in model deployment and optimization tools such as ONNX and TensorRT.
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A fun, supportive and engaging environment.
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Infrastructures and computational resources to support your work.
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Opportunity to work on cutting edge technologies with the top talents in the field.
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Opportunity to make a significant impact on the transportation revolution by the means of advancing autonomous driving.
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Competitive compensation package.
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Snacks, lunches, dinners, and fun activities.
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