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Woven by Toyota

Posted 4 months ago

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Senior Data Scientist, Perception

TokyoHybridFull-time

AI Summary

Senior Data Scientist in Perception for automated driving, designing and improving perception technologies and production data pipelines using large-scale data and ML to enhance camera-based perception stacks deployed in vehicles.

About this role

About Woven by Toyota
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.

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TEAM

We develop human-centered automated driving solutions for personal and commercial use. We develop perception technologies and its production software for the AD/ADAS system. To work towards a reliable and functional system, we are solving complex real-world problems using large-scale data, machine learning algorithms, and a variety of perception technologies.

WHO ARE WE LOOKING FOR?

You will combine modern technologies with safety standards while also considering cost efficiency. You will be an expert in neural networks and software engineering. Also, you have patience to handle the processes required for production development and approach them by asking "What can I do for you?" with a "Giver" mindset.

You appreciate a hybrid workspace and can come to our Nihonbashi office three days per week, and report to the head of perception engineering for AD/ADAS.

RESPONSIBILITIES

  • Come up with data strategies on how to collect, sample, label, handle, and use tons of data from the market, test vehicles, and simulators to improve machine learning model performance of the perception stack for camera images that is deployed to millions of vehicles
  • Design and improve the scalable data pipelines and automation for machine learning and performance evaluation
  • Analyze large-scale data and identify its characteristics to propose technical solutions for machine learning and performance evaluation
  • Lead data-related activities within the team, across the company in collaboration with Toyota group, and enhancing team members' capability for data science

    • MINIMUM QUALIFICATIONS

  • 5+years experience in following industries or research areas:
    　　　・AD/ADAS
    　　　・Robotics
    　　　・Computer Vision
  • 3+years experience in data science or related areas, including theoretical aspects of data science like machine learning (deep learning, statistical analysis, and mathematical modeling)
  • Experience writing software using: 1)Python for data science (numpy, scipy, scikit, pandas), 2)database, and 3)cloud platform services (AWS, GCP, Azure)
  • Bachelor's degree in science or engineering
  • Business-level proficiency in English

    • NICE TO HAVES

  • Master's degree or Ph.D. in related field
  • 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
    　　　・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
  • Business-level proficiency in Japanese (especially, smooth reading and listening)

    • Skills

    AWSAzureComputer VisionData AnnotationDeep LearningDockerGCPGitHub ActionsJenkinsKubernetesMachine LearningNumPyPandasPerceptionPythonSciKit-LearnSciPySQL

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