Woven by Toyota

Lead Perception Engineer

Woven by Toyota

full-time

Posted on:

Origin:  • 🇺🇸 United States • California

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Salary

💰 $161,000 - $264,500 per year

Job Level

Senior

Tech Stack

LinuxPythonPyTorchRTOSTensorflowUnix

About the role

  • Lead perception ML model R&D by prototyping, validating, and iterating on existing and new model architectures, setting direction and best practices for the team.
  • Own end-to-end development of new ML models, from data strategy and initial development to optimization, production platform validation, and fine-tuning based on metrics and on-road performance.
  • Lead large, multi-person projects, shaping the overall Perception architecture and driving technical direction.
  • Mentor and enable other engineers through coaching, leading by example in writing high-quality code, conducting thorough code and design document reviews, and delivering rigorous ML experiment reports.
  • Drive agile development practices in a high-velocity environment, ensuring the team can adapt and deliver quickly.
  • Foster a collaborative, “get things done” mentality, promoting accountability and high performance across the team.
  • Collaborate with downstream stakeholders to define interfaces and requirements for the Perception stack.
  • Closely collaborate with Perception subteams to develop end-to-end solutions.

Requirements

  • MS, or higher degree, in CS/CE/EE, or equivalent in-industry experience.
  • 5+ years of experience with ML frameworks such as PyTorch, Caffee, Tensorflow.
  • Extensive experience with machine learning and classification.
  • 5+ years of experience in machine learning workflows: data sampling and curation, pre-processing, model training, ablation studies, evaluation, deployment, inference optimization.
  • Strong programming skills in Python or C++.
  • Passionate about self driving car technology and its potential for humanity.
  • Experience in writing production level code in a real-time operating system.
  • Strong communication skills and ability to communicate concepts clearly and precisely.
  • Hands-on experience with building a perception stack for autonomous systems. (Nice to have)
  • Experience in runtime optimization for runtime-critical systems on Linux and UNIX-like real-time operating systems. (Nice to have)
  • Experience with CUDA or OpenCL. (Nice to have)
  • Experience with automotive grade compute platforms. (Nice to have)
  • Experience with building safety-critical software architectures. (Nice to have)
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