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Staff Performance Modeling Engineer
ML Performance Tooling
Posted on 10/21/2022
INACTIVE
Locations
San Francisco, CA, USA
Experience Level
Entry
Junior
Mid
Senior
Expert
Desired Skills
C/C++/C#
Pytorch
Tensorflow
Python
Requirements
  • MS, PhD in CS, EECS or related area with 5+ years of experience
  • Strong C++ and Python skills
  • Experience developing software systems in a heterogeneous, high performance compute environment
  • Experience with performance projection, ML regression models, and compilers
  • Strong background in software architecture and design patterns
  • Strong leadership skills and ability to set direction and work through ambiguities
Responsibilities
  • Develop software (C++/Python) catering to various areas in Performance Tooling (performance projection, NN model performance analysis, etc.)
  • Profile performance on hardware and extract performance numbers to provide insights for model optimizations
  • Develop performance estimators, database of performance statistics, and regression models to project performance
  • Work closely with DL Compiler frameworks and Simulation teams to integrate performance estimation into their flows
  • Work with Performance, Silicon, and other AV multi-Functional teams to provide DL workload insights
  • Design and Code Review
Desired Qualifications
  • Experience in GPU / Neural Net Accelerator / DSP Architectures
  • Experience with PyTorch or Tensorflow frameworks
  • Experience with NVIDIA TensorRT deployment and profiling
Cruise

1,001-5,000 employees

Self-driving car service
Company Overview
Cruise's is building self-driving vehicles to improve life in our cities. The company makes autonomous, sustainable, self-driving EVs.
Benefits
  • Flexible vacation
  • Paid holidays
  • Paid parental leave
  • Fertility & family expansion benefits
  • 401k matching program
  • Monthly social events
  • Community volunteering programs
  • Healthy meals & snacks for onsite employees
  • Quarterly offsites & working retreats
  • Monthly wellness stipend
  • Mental health support
  • Professional development programs
  • On-site gym in SF HQ
  • Commuter benefits for onsite employees
  • Medical, dental & vision coverage
Company Core Values
  • Stay safe
  • Stay focused
  • Own it
  • Seek truth
  • Work together
  • Be humble