Senior Machine Learning Engineer – Camera Model

Posted 21 hours ago

This is a fully remote position, open to applicants in Michigan, +1 more state.

📋 Description

• Design and implement deep learning models for camera-based perception, which encompasses object detection, segmentation, depth estimation, and understanding of scenes.

• Manage the complete model development lifecycle from data collection and training to assessment and deployment.

• Craft high-quality ML code suitable for scalable training, evaluation, and inference workflows.

• Evaluate model performance across varied driving conditions, pinpoint failure modes, and enhance robustness and generalization.

• Participate in expansive training pipelines, involving dataset preparation, distributed training, and tracking of experiments.

• Collaborate with data teams to enhance dataset quality, labeling methodologies, and coverage of edge cases.

• Work alongside perception, simulation, and validation teams to assess and incorporate models into the autonomy stack.

• Enhance tools, processes, and infrastructure to expedite experimentation and model iterations.

• Engage in model architecture discussions and technical decision-making.

• Provide mentorship to junior engineers regarding implementation, debugging, and best practices.


⛳️ Requirements

• A Bachelor’s degree in Computer Science, Robotics, Electrical Engineering, Machine Learning, or a related technical discipline with over 6 years of industry experience, OR a Master’s degree with at least 3 years, OR a PhD with a minimum of 1 year of experience.

• Proven experience in developing and deploying deep learning models for computer vision or perception systems.

• Proficient programming skills in Python and PyTorch, including experience in creating production-quality ML code.

• Familiarity with training and evaluating models using large-scale datasets and distributed computing environments.

• Strong grasp of contemporary deep learning architectures utilized in perception, such as CNNs, transformers, and multi-task models.

• Experience in troubleshooting model behavior, analyzing performance metrics, and enhancing model reliability.

• Capability to convert ambiguous challenges into structured ML solutions and work independently.

• Experience in cross-functional collaboration to integrate ML models within broader autonomy or robotics systems.

• Bonus: Background in autonomous driving, robotics, or simulation-based ML systems.

• Bonus: Experience with multi-task learning or unified perception architectures.

• Bonus: Familiarity with large-scale data pipelines, distributed training systems such as Ray, or experiment management frameworks.

• Bonus: Knowledge of camera calibration, geometric reasoning, or 3D perception from images, including BEV, monocular depth, and structure-from-motion.

• Bonus: Experience in deploying ML models into production or real-world robotics systems.


🏝️ Benefits

• A competitive compensation package that includes a bonus component and stock options.

• Full coverage of medical, dental, and vision premiums for full-time employees.

• 401K plan featuring a 6% employer match.

• Flexible scheduling and generous paid vacation available immediately upon start date.

• Company-wide holiday office closures.

• AD+D and Life Insurance.

• Potential for sign-on bonuses, relocation assistance, and other forms of compensation as part of the total compensation package.

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