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Deep Learning Performance Architect
Deep Learning Performance Architect-March 2024
Shanghai
Mar 24, 2025
ABOUT NVIDIA
NVIDIA is a computing platform company, innovating at the intersection of graphics, HPC, and AI.
10,000+ employees
Technology
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About Deep Learning Performance Architect

  We are looking for a first-class DL Performance architect to drive the performance analysis and optimization of the state of art inference network on our GP: identify HW, SW performance limiters of DL networks, prototype the key primitives and guide the design of next generation architecture and DL software optimization.

  What you’ll be doing:

  Establish deep learning applications and use-cases for performance analysis, modelling, and projections

  Analyzing and proposing both SW and HW optimizations for deep learning applications

  Specify hardware/software configurations and metrics to analyze performance, power, accuracy and resiliency in existing and future uni-processor and multiprocessor configurations

  Collaborate across the company to guide the direction of next-gen deep learning HW/SW by working with architecture, library, and compiler teams

  What we need to see:

  MS or PhD in relevant discipline (CS, EE, Math) or equivalent experience with 2+ years of experience

  Track record of designing architectures to accelerate computational demanding algorithms and applications

  Strong background in computer architecture

  Expert mathematical foundation in machine learning and deep learning

  Strong programming skills in C, C++, Perl, or Python

  Ways to stand out from the crowd:

  Prior experience working on assembly level performance optimization

  Experience working with deep learning frameworks like Caffe, TensorFlow and Torch

  Familiarity with GPU computing (CUDA, OpenCL) and HPC (MPI, OpenMP)

  Background with systems-level performance modeling, profiling, and analysis

  Experience in characterizing and modeling system-level performance, executing comparison studies, and documenting and publishing results

  NVIDIA is a Learning Machine

  NVIDIA pioneered accelerated computing to tackle challenges no one else can solve. Our work in AI and the metaverse is transforming the world's largest industries and profoundly impacting society.

  Learn more about NVIDIA .

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