Machine Learning Engineer

CHN China Tech Center

Aptiv

Aptiv is a global technology company that develops safer, greener and more connected solutions, which enable the future of mobility.

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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 based 3D occupancy model for normal obstacle detection, scene flow to support navigation pilot for highway and urban road

2.Develop occupancy network to generate 3D sematic grid map with cameras, radar and lidar

3.Design occupancy model to support multi-definition 3D grid map

4.Work on model training, optimization and performance improvement

5.Support embedded software engineer for algorithm deployment in different SoC

6.Work with planning engineer to improve 3D environment detection performance

7.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: BEV network, occupancy, scene flow and stereo vision

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

4.Professional BEV and transformer experience in point cloud processing and geometric topology

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++

3.Familiar with software development related tools like Git, Docker or similar 4.Strong hands-on and learning capability, embracing new technologies and challenge

5.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! 

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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.

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Tags: Computer Science Deep Learning Docker Engineering Git Lidar Linear algebra Machine Learning Model training Privacy Python PyTorch Radar Robotics Statistics TensorFlow

Perks/benefits: Career development Conferences Insurance

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