Research Scientist, AI Accelerator SW/HW Codesign

3 Months ago • 2 Years + • Artificial Intelligence • Research & Development • $160,000 PA - $258,750 PA

Job Summary

Job Description

NVIDIA Research seeks a Research Scientist to contribute to the development of future high-performance and mobile computing systems for AI. This role focuses on SW/HW co-design for AI accelerators. Responsibilities include researching and developing innovative numerical methods for quantization, sparsity, or tensor decomposition; collaborating on research prototype testchips; collaborating with architecture and ML researchers; publishing research; and collaborating with external researchers and internal product teams. The ideal candidate possesses expertise in machine learning hardware design, machine learning fundamentals, quantization, numerical methods, VLSI implementation, and optimization techniques for AI accelerator hardware.
Must have:
  • PhD in EE/CE or related field
  • 2+ years relevant research experience
  • Strong publication record
  • ML mathematical fundamentals
  • Computer architecture & VLSI skills
  • C, C++, Python, scripting, ML frameworks
Good to have:
  • Experience with quantization techniques
  • Tensor decomposition methods
  • Sparsity optimization
  • VLSI/micro-architecture optimization
Perks:
  • Competitive salary
  • Generous benefits package

Job Details

We are now looking for a Research Scientist in SW/HW co-design for AI accelerators.

NVIDIA Research is seeking leading researchers in the areas of SW/HW co-design for AI accelerators to contribute to the development of future high-performance and mobile computing systems for AI. You should have a strong track record of research excellence and systems-building experience. Ideal candidates will have a broad perspective across areas including machine learning hardware design and verification, machine learning fundamentals, quantization and numerical methods for machine learning, and VLSI implementation skills. Specific areas of research interest include but are not limited to quantization techniques for ML models, tensor decomposition methods, sparsity optimizations, and VLSI/micro-architecture optimizations for AI accelerator hardware. Applicants with specific expertise and research interest in any of these areas will be considered, but strong candidates will have a full understanding of ML HW/SW systems spanning from VLSI implementation of ML accelerators to SW and model optimization of ML models.

What you’ll be doing:

  • Research and develop creative and innovative numerical methods for quantization, sparsity, or tensor decomposition for future AI hardware.

  • Collaborate on the development of research prototype testchips.

  • Collaborate with architecture and ML researchers in both research and product teams.

  • Publish and present your original research, speak at conferences and events

  • Collaborate with external researchers and a diverse set of internal product teams.

What we need to see:

  • Completing or recently completed a Ph.D. or equivalent experience in Electrical Engineering, Computer Engineering or related field.

  • 2+ years of relevant research experience with a strong research record, well-referenced publications and/or patents.

  • You should display a strong background in mathematical fundamentals of machine learning along with computer architecture and VLSI skills for building and optimizing machine learning hardware.

  • Experience with C, C++, Python, scripting languages, and ML frameworks required;

  • Strong interpersonal skills needed. Being a creative and dynamic presenter is a huge advantage.

NVIDIA is widely considered to be one of the technology world’s most desirable employers. We have some of the most forward-thinking and hardworking people in the world working for us. If you're creative, autonomous and love a challenge, we want to hear from you!

With competitive salaries and a generous benefits package, NVIDIA is widely considered to be one of the technology world’s most desirable employers. We have some of the most forward-thinking and hardworking people in the world working for us and, due to unprecedented growth, our best-in-class engineering teams are rapidly growing. If you're a creative and autonomous engineer with a real passion for computer architecture and technology, we want to hear from you!

The base salary range is 160,000 USD - 258,750 USD. Your base salary will be determined based on your location, experience, and the pay of employees in similar positions.

You will also be eligible for equity and benefits. NVIDIA accepts applications on an ongoing basis.

NVIDIA is committed to fostering a diverse work environment and proud to be an equal opportunity employer. As we highly value diversity in our current and future employees, we do not discriminate (including in our hiring and promotion practices) on the basis of race, religion, color, national origin, gender, gender expression, sexual orientation, age, marital status, veteran status, disability status or any other characteristic protected by law.

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About The Company

Since its founding in 1993, NVIDIA (NASDAQ: NVDA) has been a pioneer in accelerated computing. The company’s invention of the GPU in 1999 sparked the growth of the PC gaming market, redefined computer graphics, ignited the era of modern AI and is fueling the creation of the metaverse. NVIDIA is now a full-stack computing company with data-center-scale offerings that are reshaping industry.

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