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Machine Learning Engineer

AT Aptiv
Aptiv

Machine Learning Engineer

Shanghai, China

Help shape the future of mobility.

Imagine a world with zero vehicle accidents, zero vehicle emissions, and wireless vehicle connectivity all around us. Every day, we move closer to making that world a reality. Aptiv's passionate team of engineers and developers creates advanced safety systems, high-performance electrification solutions and data connectivity solutions so that automakers can bring advanced capabilities to more people around the globe. This is how we enable sustainable mobility and help to prevent accidents caused by human error.

Want to join us?

Your Role

1.Design and develop BEV transformer model for multi-sensor fusion to implement 3D object, lane and traffic signal detection to support navigation pilot for highway and urban roads

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2.Develop transformer based 4D spatial and temporal model to implement trajectory prediction and velocity calculation

3.Design larger model to use some backbone and different header to implement different detection tasks

4.Work on model training, optimization and performance improvement

5.Support model and algorithm deployment engineer for algorithm deployment in different SoC

6.Work with other internal teams to help to continuously improve and refine the self-driving system

Your Background

1.Master or Ph.D. degree in Computer Science, Pattern Recognition, Mathematic, Robotics, Electric Engineering or a related field

2.2 years' experience in at least one of: machine learning for ADAS or autonomous driving, 3D object detection, lane mark detection, large language model

3.Experience in model designing, training, optimization, and deploying network with PyTorch, Tensorflow or other deep learning frameworks

4.Professional BEV and transformer experience in algorithm designing for object detection, lane mark detection and object tracking

5.Publications in top conferences/journals in a related field or equivalent experiences is a plus

Skill Requirements:

1.Strong mathematical foundation (linear algebra, calculus, statistics)

2.Strong programming skills in Python and C++ Familiar with software development related tools like Git, Docker or similar

3.Strong hands-on and learning capability, embracing new technologies and challenge

4.Good teamwork and communication skills

Why join us?

  • You can grow at Aptiv. Aptiv provides an inclusive work environment where all individuals can grow and develop, regardless of gender, ethnicity or beliefs.
  • You can have an impact. Safety is a core Aptiv value; we want a safer world for us and our children, one with: Zero fatalities, Zero injuries, Zero accidents.
  • You have support. We ensure you have the resources and support you need to take care of your family and your physical and mental health with a competitive health insurance package.

Apply today, and together let's change tomorrow!

Privacy Notice - Active Candidates: https://www.aptiv.com/privacy-notice-active-candidates

Aptiv is an equal employment opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, national origin, sex, gender identity, sexual orientation, disability status, protected veteran status or any other characteristic protected by law.

Client-provided location(s): Shanghai, China
Job ID: Aptiv-J000671261
Employment Type: Other

Perks and Benefits

  • Health and Wellness

    • Health Insurance
    • Dental Insurance
    • Vision Insurance
    • Pet Insurance
    • Life Insurance
    • Short-Term Disability
    • Long-Term Disability
    • FSA
    • FSA With Employer Contribution
    • HSA
    • HSA With Employer Contribution
    • Mental Health Benefits
  • Parental Benefits

    • Non-Birth Parent or Paternity Leave
    • Birth Parent or Maternity Leave
    • Fertility Benefits
    • Adoption Assistance Program
    • Family Support Resources
    • Adoption Leave
  • Work Flexibility

    • Flexible Work Hours
    • Remote Work Opportunities
    • Hybrid Work Opportunities
  • Office Life and Perks

    • Commuter Benefits Program
    • Casual Dress
    • On-Site Cafeteria
    • Holiday Events
  • Vacation and Time Off

    • Paid Vacation
    • Paid Holidays
    • Personal/Sick Days
  • Financial and Retirement

    • 401(K) With Company Matching
    • 401(K)
    • Performance Bonus
    • Relocation Assistance
    • Financial Counseling
  • Professional Development

    • Tuition Reimbursement
    • Learning and Development Stipend
    • Promote From Within
    • Mentor Program
    • Shadowing Opportunities
    • Access to Online Courses
    • Lunch and Learns
    • Internship Program
    • Work Visa Sponsorship
    • Leadership Training Program
    • Associate or Rotational Training Program
  • Diversity and Inclusion

    • Diversity, Equity, and Inclusion Program

Company Videos

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