Principal Model Optimization Engineer

Added
3 hours ago
Type
Full time
Salary
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Related skills

llm cuda tensorrt gpu quantization

๐Ÿ“‹ Description

  • Optimize ML models for GPU performance in training and inference.
  • Profile performance to identify bottlenecks and improvements.
  • Develop best practices and tooling for model optimization.
  • Collaborate with data scientists and engineers to deploy models.
  • Build tooling and visualizations to simplify ML at Roblox.

๐ŸŽฏ Requirements

  • 6+ years of professional system design experience for scalable Roblox systems.
  • Significant GPU debugging experience (GPU profiles, Xid errors).
  • Proficient with CUDA, Triton, TensorRT to speed up models.
  • LLM optimization: speculative decoding, batching, quantization.
  • Passionate about squeezing GPU efficiency and ML performance.
  • Advocate for generalization; build tools delivering model performance gains.
  • Support internal partners (data scientists/ML engineers) needs.
  • Bachelor's degree in CS, CE, Data Science, or similar.

๐ŸŽ Benefits

  • Office roles: onsite Tue-Thu, with optional Mon/Fri.
  • Equity compensation and benefits included.
  • Equal opportunity employer; commitment to inclusion.
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