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Develop and implement data strategies to improve machine learning model performance for perception and planning stacks. Lead cross-functional data initiatives and collaborate with stakeholders to build scalable data pipelines and evaluation frameworks.
Requires a Master's or PhD in a quantitative field and at least 5 years of experience in AD/ADAS, robotics, or computer vision. Candidates must have strong proficiency in Python, machine learning algorithms, and cloud infrastructure.
Woven by Toyota is enabling Toyota’s once-in-a-century transformation into a mobility company. Inspired by a legacy of innovating for the benefit of others, our mission is to challenge the current state of mobility through human-centric innovation — expanding what “mobility” means and how it serves society.
Our work centers on four pillars: AD/ADAS, our autonomous driving and advanced driver assist technologies; Arene, our software development platform for software-defined vehicles; Woven City, a test course for mobility; and Cloud & AI, the digital infrastructure powering our collaborative foundation. Business-critical functions empower these teams to execute, and together, we’re working toward one bold goal: a world with zero accidents and enhanced well-being for all.
At Woven by Toyota, we tackle Autonomy challenges at the intersection of AI, Robotics, and Advanced Driving. We develop advanced Perception and Planning technologies, and their production software for multiple AD/ADAS systems. To deliver reliable data-driven technologies to millions of Toyota vehicles, we are solving complex real-world problems using large-scale data, machine learning, and state-of-the-art architectures for Perception, Prediction, and Motion Planning.
The team is looking for a strong Data Scientist to drive the creation and deployment of sophisticated data models and algorithms to resolve business challenges for the Autonomy team. You will combine modern data approaches with safety standards while also considering cost efficient options. You will be an expert in deep learning and software engineering. Furthermore, you are proactive towards handling the processes required for production development and approach them by asking "What can I do for you?" with a "Giver" mindset.
\nRESPONSIBILITIESDevelop data strategies on how to collect, sample, label, handle, and leverage large amounts of data from Toyota’s market fleet, test vehicles, and simulators, to directly improve machine learning model performance across perception and planning stacks
Lead data-related activities across the autonomy team (perception, planning, product evaluation, etc), and across the company in collaboration with the Toyota group, by collaborating closely with stakeholders from multiple teams in different time-zones
Analyze large-scale data and identify its characteristics to propose technical solutions for data curation, model improvement and performance evaluation techniques
Develop evaluation frameworks and metrics to assess planner performance, identifying edge cases and high-value scenarios to improve system behavior.
Design and improve the scalable data pipelines and automation for machine learning and performance evaluation
Enhance the overall team capabilities in data science by initiating and leading initiatives across the Autonomy teams and mentor team members.
Masters or PhD degree in a quantitative field related to Science and Engineering.
5+ years experience in following industries or research areas: AD/ADAS, Robotics, Computer Vision, or Behavioral Planning.
3+ years experience in data science or related areas, including theoretical aspects of data science like machine learning (deep learning, statistical analysis, A/B testing, and mathematical modeling)
Experience in building machine learning algorithms and infrastructure, such as: data pre- and post-processing, sampling and curation, ablation studies, evaluation
Experience writing software using: i) Python for data science (numpy, scipy, scikit, pandas; ii) database; and iii) cloud platform services (AWS, GCP, Azure)
5+ years experience in data science or related areas
2+ years tech lead or management experience in data science or related areas for business applications, such as production, commercial service or public service development
Hands-on experience in the following:
Analyze huge (e.g. peta byte) scale database
Experience with temporal/sequential and/or spatial data
Develop perception-related technologies, such as camera image processing, computer vision, machine learning, or deep learning
Design data annotation rules for machine learning
Build or manage infrastructure, such as Docker, Kubernetes, Jenkins, GitHub Actions
Behavior prediction, imitation learning, reinforcement learning, or end-to-end models.
We are committed to creating a modern work environment that supports our employees and their loved ones. We offer many options of the best programs to allow you to do your most meaningful work and to help you shape the future of mobility.
・Excellent health, wellness, dental and vision coverage
・A rewarding pension
・Flexible vacation policy
・Family planning and care benefits
・We are an equal opportunity employer and value diversity.
・Any information we receive from you will be used only in the hiring and onboarding process. Please see our privacy notice for more details.
Weaving the Future
Woven by Toyota exists to accelerate Toyota’s once-in-a-century transformation from a car company into a mobility company. Rooted in a legacy of reinvention, we carry forward a singular founding principle: to innovate for the benefit of others. Today, we are driving this transformation from two vantage points: redefining how vehicles are built, experienced, and connected to the world to realize a true software-defined vehicle, and reimagining how people, goods, information, and energy move and interact in society to empower individuals from all walks of life. Through these two lenses, we combine bold innovation with real-world execution, bridging the gap between present and future to help Toyota evolve its business and its role in society.
Offices: 3-2-1 Nihonbashimuromachi, Nihonbashi Muromachi Mitsui Tower, Chuo-ku, Tokyo 103-0022, JP · Palo Alto, CA, US · Seattle, WA, US · Brooklyn, NY, US · London, GB
