Sr Data Scientist, AD/ADAS

Woven; Greater London; Hybrid; GBP 90,000 - 130,000; Full time

Benefits offered by this job

Health coverage

Dental and vision coverage

Family planning benefits

Job summary

Woven by Toyota is seeking a senior Data Scientist to drive data models and algorithms for the Autonomy team. You will fuse modern data approaches with safety and cost considerations, and contribute as a deep learning expert and software engineer.

You will lead data strategy across perception and planning, collaborate with multiple teams across time zones, and mentor others while building scalable pipelines and evaluation frameworks.

Qualifications

• Masters or PhD in a quantitative field related to Science and Engineering.
• 5+ years in AD/ADAS, Robotics, Computer Vision, or Behavioral Planning.
• 3+ years in data science or related areas including ML, A/B testing, and modeling.
• Experience building ML algorithms and infrastructure (data processing, ablation, evaluation).
• Experience writing software using Python, databases, and cloud platforms.

Responsibilities

• Develop data strategies to collect, sample, label, and leverage large data from fleet and simulators to improve ML model performance.
• Lead data-related activities across the autonomy team and collaborate with stakeholders across time zones.
• Analyze large-scale data and propose data curation and evaluation techniques.
• Develop evaluation frameworks and metrics for planner performance and edge-case handling.
• Design scalable data pipelines and automation for ML and performance evaluation.
• Mentor team members and raise data science capabilities across Autonomy teams.

Skills

Data Science

Deep Learning

Software Engineering

Python

Education

Master's or PhD in quantitative field

Tools

AWS

GCP

Azure

Docker

Kubernetes

Job description

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.

TEAM

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.

WHO ARE WE LOOKING FOR?

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.

RESPONSIBILITIES

Develop 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.

MINIMUM QUALIFICATIONS

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)

NICE TO HAVES

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:

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.

WHAT WE OFFER

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
• Family planning and care benefits

Our Commitment

• 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 ourprivacy notice for more details.