2020 Machine Learning Intern (GAN/Image Adaptation)

Singapore, Singapore

Internship

H

Hyundai-Aptiv
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Posted 1 week ago

About Hyundai-Aptiv Autonomous Driving Joint VentureThe Hyundai-Aptiv Autonomous Driving Joint Venture develops world class production-ready autonomous driving systems. The joint venture leverages Hyundai Motor Group’s design, engineering, and manufacturing expertise and Aptiv’s autonomous driving solutions to commercialize an SAE Level 4 platform for robotaxi providers, fleet operators, and automotive manufacturers.
Headquartered in Boston, the Hyundai-Aptiv Autonomous Driving Joint Venture has operations in the US and Asia. An official name for the new joint venture will be unveiled soon!
Domain adaptation is a challenge for autonomous systems to work safely across various weather and lighting conditions. Recent deep learning advancements like Generative Adversarial Networks (GAN) provide a good insight to scalability via domain adaptation, image generation, semi-supervised and unsupervised learning. We are seeking highly motivated Machine Learning Intern (GAN/Image Adaptation) to help in achieving our goals.

How You'll Make a Difference

  • To implement and evaluate advanced domain adaptation algorithms for camera systems
  • Study the domain adaptation issues and improve the scalability of vision systems

What You'll Bring

  • Master’s Degree or PhD in Computer Engineering, Computer Science or a related field
  • Strong Python skills (Numpy, Pillow, Matplotlib, Scikit-Learn)
  • Strong background of practical experience in Deep Learning and Computer Vision
  • Very good knowledge of deep learning frameworks (e.g. PyTorch, TensorFlow)

Bonus

  • Experience with domain adaptation, GAN, transfer learning, few-shot learning, unsupervised learning is a big advantage.
  • General Linux skills, bitbucket, github, project/code portfolio is an advantage.
  • Familiar with C++ is a bonus
If you are a high achieving student (MS or PhD track) who is looking to change the world through software, this is the place for you. Please include a cover letter to let us know when you are looking to intern with us.
Please note that it will be in our Singapore office, and we would expect a minimum 4 months internship period.
Due to the current global travel restriction in Singapore, we are only able to take in applicants who are currently located in Singapore.
Job tags: Autonomous Driving Computer Vision Deep Learning Engineering Linux Machine Learning NumPy Python PyTorch Scikit-Learn TensorFlow Travel