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Senior AI Training Performance Engineer

External
NVIDIA logoNvidia · Shanghai, China
Full-timeOn-siteToday
Python
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Responsibilities

  • Understand, analyze, profile, and optimize AI and deep learning training workloads on state-of-the-art hardware and software platforms.
  • Understand the big picture of training performance on GPUs, prioritizing and then solving problems across many dozens of state-of-the-art neural networks.
  • Implement production-quality software in multiple layers of NVIDIA's deep learning platform stack, from drivers to DL frameworks.
  • Implement key DL training workloads in NVIDIA's proprietary processor and system simulators to enable future architecture studies.
  • Build tools to automate workload analysis, workload optimization, and other critical workflows.
  • What we want to see:
  • PhD (or equivalent experience) in CS, EE or CSEE and 5+ years; or MS and 8+ years of relevant work experience.
  • Strong background in deep learning and neural networks, in particular training.
  • Deep understanding of computer architecture, and familiarity with the fundamentals of GPU architecture.
  • Proven experience analyzing and tuning application performance.
  • Experience with processor and system-level performance modelling.
  • Programming skills in C++, Python, and CUDA.
  • Fluency in English

Additional Information

We are now looking for a Senior AI Training Performance Engineer! NVIDIA is seeking senior engineers who are obsessed with performance analysis and optimization to help us squeeze every last clock cycle out of AI training, one of the most important workloads in the world. If you are unafraid to work across all layers of the hardware/software stack from GPU architecture to Deep Learning Framework to achieve peak performance, we want to hear from you! This role offers the opportunity to directly impact the hardware and software roadmap in a fast-growing technology company that leads the AI revolution while helping deep learning users around the globe enjoy ever-higher training speeds.


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