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Machine Learning Systems Engineer - ML Acceleration

MotionalSingapore, Central, Singapore
On-site Full-time

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Experience Level

Experience

Qualifications

Desired Qualifications:Education: Bachelor’s, Master’s, or PhD in Computer Science, Computer Engineering, or a related technical field. Software Engineering: Proficient in Python programming. ML Frameworks: Extensive practical experience with PyTorch. Machine Learning Expertise: Proven experience in optimizing machine learning model execution during training and inference, alongside a robust understanding of fundamental machine learning concepts, architectures, and processes. Analytical Skills: Outstanding analytical and problem-solving abilities, with a proactive approach and a data-driven mindset for tackling technical challenges.

About the job

Key Responsibilities:

  • Performance Profiling & Optimization: Leverage profiling tools such as Nsight and PyTorch Profiler to uncover bottlenecks in data loading, gradient computation, and communication, implementing enhancements like kernel fusion, sharding, and tiling to boost step time.
  • Distributed Training: Refine distributed training pipelines using frameworks including PyTorch Distributed.
  • Kernel Development: Engineer and uphold high-performance GPU kernels in Triton or CUDA tailored for state-of-the-art ML workloads.
  • Data Pipeline Engineering: Enhance robust data loading pipelines aimed at maximizing training throughput.

About Motional

Motional is at the forefront of driverless technology, dedicated to making autonomous vehicles a safe, reliable, and accessible reality. Our mission transcends technology; we are committed to enhancing public safety on roadways and providing equitable transportation solutions for all.

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