Job Description

Job_Summary:

Woven by Toyota is enabling Toyota’s transformation into a mobility company, focusing on human-centric innovation. They are seeking a skilled Machine Learning Engineer to design and implement innovative machine learning models for autonomous driving, influencing millions of Toyota production vehicles.

Responsibilities:

• Support the design and the development of advanced machine learning models in the behavior space specifically tailored for autonomous vehicles utilizing deep learning and large-scale data analysis.

• Drive projects through the execution phase, requiring minimal guidance by a senior engineer.

• Deploy scalable and efficient ML models on our autonomous vehicle platform.

• Integrate modern technologies with rigorous safety standards while maintaining cost efficiency.

• Significantly help developing needed components for end-to-end ML training and deployment, from data strategy to optimization and validation.

• Write high-quality code while being rigorous with Machine Learning experimentation.

• Work in a high-velocity environment and employ agile development practices.

• Collaborate closely with teams such as Perception, Simulation, Infrastructure, Data and Tooling to drive unified solutions.

Qualifications:

-Required:

• B.S, M.S in Machine Learning, Computer Science, Robotics or related quantitative fields, or equivalent industry experience.

• 2+ years of strong experience with Python, any major deep learning framework, and software engineering best practices

• Comfortable in writing C++ code to help integrate with our autonomous vehicle platform.

• 2+ years of experience with deep learning approaches such as supervised/unsupervised learning, transfer learning, multi-task learning, and/or deep reinforcement learning.

• Solid experience with learning-based planning approaches like imitation learning, reinforcement learning and state-of-the-art techniques for sequential modeling like Transformer architectures

• 2+ years of experience covering machine learning workflows, data sampling and curation, pre-processing, model training, ablation studies, evaluation, deployment, and inference optimization.

• Passionate about self driving car technology and its potential for humanity.

• Strong communication skills with the ability to communicate concepts clearly and precisely.

-Preferred:

• Hands-on experience with autonomous driving systems

• Experience with model deployment with NVIDIA stack (e.g. ONNX graphs, TensorRT, profiling)

• Familiarity with recent breakthroughs in ML (e.g. foundation models, pre-training and efficient fine-tuning, multimodal Transformer architectures)

• Knowledge of autonomous driving large scale data curation pipelines

Company:

Woven by Toyota improve the vehicle intelligence software and operation and accelerate the Toyota Mobility Concept. Woven by Toyota has a track record of offering H1B sponsorships.

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