Perception Systems Engineer

2 weeks ago

Singapore beBeeMachineLearning Full time $90,000 - $120,000

At the forefront of autonomous driving innovation, we are seeking a seasoned professional to join our Perception team.

The role involves spearheading machine learning development, from data preprocessing and model training to deployment and evaluation. Our large perception model requires optimization techniques such as pruning and quantization for efficient deployment on edge devices. You will collaborate with cross-functional teams to implement scalable solutions and improve existing workflows. Your expertise in deep learning frameworks like PyTorch, C++, TensorRT, and CUDA programming will be instrumental in developing and deploying perception systems for autonomous vehicles or robotics.

Key Responsibilities:
  • Participate in the full machine learning development cycle, including data preprocessing, model training, evaluation, and deployment.
  • Productionize and deploy our large perception model on edge devices with optimization techniques in mind (e.g., pruning, quantization).
  • Optimize training with large data and distributed machines.
  • Collaborate with cross-functional teams to implement scalable solutions and improvements.
  • Troubleshoot, debug, and optimize machine learning workflows for efficiency and performance.

Requirements:

  • Bachelor's Degree or higher in Machine Learning, Computer Science, Robotics, Applied Mathematics, Statistics, Physics, or a related field.
  • 3+ years of experience with deep learning frameworks such as PyTorch.
  • Strong programming skills in C++, TensorRT, and/or CUDA programming.
  • Fluency in Python, including standard scientific computing libraries and Python bindings development experience.
  • Proven track record of developing and deploying perception systems for autonomous vehicles or robotics.
  • Advanced knowledge of software engineering principles, including software design, source control management, build processes, code reviews, testing methods.

Bonus Points:

  • Experience with embedded systems and real-time optimization, especially in the autonomous driving industry.

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