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ML Systems Engineer, ML Acceleration

2 months, 3 weeks ago
Singapore
Full-time
Mid Level
Machine Learning Engineer
Software Development
Machine Learning Python PyTorch
Apply Now
Motional

Motional

Motional is a leading company in driverless technology and autonomous vehicles, leveraging decades of industry expertise to develop and deploy safe and reliable autonomous vehicles. With a powerful DNA combining Aptiv's automotive technology and Hyunda...

Automotive
1K-5K
Founded 2020
$20M raised
View All Jobs 44

Description

  • Profile and optimize training bottlenecks in data loading, gradient computation, and communication using tools such as Nsight and PyTorch Profiler.
  • Implement performance improvements including kernel fusion, sharding, and tiling to reduce step time.
  • Optimize distributed training pipelines using frameworks such as PyTorch Distributed.
  • Design, develop, and maintain high-performance GPU kernels in Triton or CUDA for machine learning workloads.
  • Improve and maintain data loading pipelines to maximize training throughput.
  • Work at the intersection of machine learning research and high-performance systems engineering to support large-scale distributed training.
  • Contribute to reducing time-to-convergence for next-generation model training.
  • Focus on improving speed, cost, reliability, and throughput of core ML systems.

Requirements

  • Bachelor’s, Master’s degree, or PhD in Computer Science, Computer Engineering, or a related technical discipline.
  • Strong proficiency in Python.
  • Extensive hands-on experience with PyTorch.
  • Experience optimizing machine learning model execution during training and inference.
  • Strong understanding of fundamental machine learning concepts, architectures, and processes.
  • Exceptional analytical and problem-solving skills.
  • Bias for action and a data-driven approach to technical challenges.
  • Experience with profiling tools such as Nsight or PyTorch Profiler (preferred).
  • Experience with Triton, CUDA, or distributed training frameworks such as PyTorch Distributed (preferred).

Benefits

  • This posting does not list any specific benefits or perks.
  • Motional emphasizes a progressive, global, diverse, and inclusive workplace.
  • Headquartered in Boston with operations in the U.S. and Asia.
  • Participation in E-Verify for newly hired employees.

Interested in this position?

Apply directly on the company website

Apply Now

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