Production Machine Learning Engineer deploying advanced perception models in Toyota's autonomous vehicle platform. Join a team innovating in mobility solutions while ensuring safety and reliability.
Responsibilities
Lead cross-functional efforts to establish and drive ML productionization processes enabling scalable and reliable deployment into mass production with rigorous safety standards
Optimize perception model inference performance for real-time deployment on automotive hardware using CUDA, TensorRT, mixed-precision inference, model compression, and real-time scheduling, while meeting strict latency and memory budgets
Design and implement observability and diagnostics for perception models, including runtime logging, health checks, fail-safe behaviors, and debuggability in the vehicle and in test environments
Work in a high-velocity environment and employ agile development practices
Collaborate closely with teams such as Perception, Motion Planning, Simulation, Infrastructure, and Tooling to drive unified solutions
Requirements
MS or PhD in Machine Learning, Computer Vision, Robotics or related quantitative fields, or equivalent industry experience
(3+years of) experience deploying machine learning models into production systems, preferably to mass-produced automotive or safety-critical platforms
Experience developing or deploying products in compliance with automotive production and development standards such as A-SPICE, PAS8800, ISO26262, or similar processes
(3+years of) experience with Python, any major deep learning framework, and software engineering best practices
(3+years of) experience with deep learning approaches such as supervised/unsupervised learning, transfer learning, multi-task learning, and/or deep reinforcement learning
(3+years of) experience covering machine learning workflows, data sampling and curation, pre-processing, model training, ablation studies, evaluation, deployment, and inference optimization
Comfortable in writing C++ code to help integrate with our autonomous vehicle platform
Strong leadership skills to influence others and the team's technical strategy
Strong communication skills with the ability to communicate concepts clearly and precisely
Benefits
Competitive Salary - Based on experience
Work Hours - Flexible working time
Paid Holiday - 20 days per year (prorated)
Sick Leave - 6 days per year (prorated)
Holiday - Sat & Sun, Japanese National Holidays, and other days defined by our company
Japanese Social Insurance - Health Insurance, Pension, Workers’ Comp, and Unemployment Insurance, Long-term care insurance
Housing Allowance
Retirement Benefits
Rental Cars Support
In-house Training Program (software study/language study)
Job title
Senior Production Machine Learning Engineer, Vehicle Perception
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