Woven by Toyota · 1 week ago
Staff ML Engineer, Foundation Models
Woven by Toyota is enabling Toyota’s transformation into a mobility company. They are seeking a seasoned ML engineer to support the development of foundation models for their autonomy stack, focusing on data curation, model architecture, training paradigms, and efficient deployment.
AutomotiveAutonomous VehiclesSoftware
Responsibilities
Lead the roadmap, research, development, and deployment of foundation models / VLAs / VLMs / world models for our autonomy stack across a variety of applications
Discover new ways to leverage heterogeneous in-house data at Toyota scale
Architect and implement efficient, large-scale distributed ML pipelines for training and fine-tuning, as well as pre/post-training of large multi-modal, multi-task models
Design experiments and benchmarks to evaluate foundation models for autonomy scenarios
Optimize models for speed, accuracy, and robustness under diverse environmental conditions
Translate cutting-edge research into useful production-ready solutions
Enable and help other engineers on the team to be more effective through coaching and leading by example when it comes to writing high-quality code, providing high-quality code and design
Work in a high-velocity environment and employ agile development practices
Team player and 'get things done' mentality
Closely collaborate with internal and external teams to develop end-to-end solutions
Qualification
Required
M.Sc. or higher degree in CS/CE/EE, or equivalent industry experience
8+ years of experience with popular ML frameworks such as PyTorch or similar (e.g. JAX)
6+ years of experience in efficient ML training & deployment workflows: data sampling and sharding, pre-processing, distributed training and parallelism approaches, model training, evaluation & ablation, inference optimization
Prior proven experience in training and deploying state-of-the-art large foundation models leveraging large-scale data
Strong programming skills in Python and C++
Passionate about advancing self driving technology for the mass market
Strong communication skills and ability to communicate concepts clearly and precisely
Experience in production-level software development best practices
Preferred
Hands-on experience with building a perception stack for autonomous systems
Experience in runtime optimization for Linux and UNIX-like real-time operating systems
Publications at major conferences such as CVPR, ICCV, ECCV, ICRA, NeurIPS etc
Experience with embedded CUDA development and related tooling
Experience with automotive-grade edge-compute platforms and safety-critical software
Benefits
Excellent health, wellness, dental and vision coverage
A rewarding 401k program
Flexible vacation policy
Family planning and care benefits
Company
Woven by Toyota
Woven by Toyota improve the vehicle intelligence software and operation and accelerate the Toyota Mobility Concept.
H1B Sponsorship
Woven by Toyota has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
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Trends of Total Sponsorships
2025 (71)
2024 (34)
2023 (15)
Funding
Current Stage
Late StageRecent News
2025-10-02
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