Aditya Agrawal
Computer Architect, Deep Learning Engineer, (CPU, GPU, TPU) ML Performance Analysis & Optimization, Author of Nvidia PyProf, Boglehead
Aditya Agrawal is a computer architect with a Ph.D. and a deep learning/machine learning performance engineer. He specializes in analyzing and optimizing deep learning networks for performance on GPUs and CPUs, for training and inference, using Tensorflow and PyTorch. Aditya has a good und
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18
Years of Experience
Education
Companies
google, nvidia, nvidia, intel, intel, intel, university of illinois urbanachampaign, taiwan semiconductor manufacturing company
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Experience
2019 - Present
google
Senior Software Engineer
- Tensorflow graph pattern detector. - Tensorflow profiling and analysis tools. - CPU inference (serving) performance analysis and optimization. - GPU training and inference performance analysis and optimization.
2017 - 2019
nvidia
Senior Deep Learning Architect
I analyze and optimize DL networks for performance on Nvidia's GPUs. I was part of Nvidia's winning team for the MLPerf competition. I designed and released a performance analysis tool (Nvidia PyProf) for analyzing PyTorch performance on Nvidia GPUs.
2014 - 2017
nvidia
Research Scientist
I was engaged in DRAM research. We investigated the next generation of low power, high bandwidth DRAMs which will cater to Nvidia GPUs.
2013 - 2013
intel
Graduate Research Intern
2011 - 2011
intel
Graduate Research Intern
2010 - 2010
intel
Graduate Research Intern
2009 - 2014
university of illinois urbanachampaign
Research Assistant
2007 - 2009
taiwan semiconductor manufacturing company
PDK Engineer
I was responsible for developing and maintaining Process Design Kits (PDKs), which is used by companies to tape out chips.
Experience
32 Skills
apache
Apache Cordova
Application Programming Interfaces (API)
architectures
BERT
Bootstrap
CAD
CMS
Computer-Aided Design (CAD)
Content Management Systems (CMS)
d3DotJs
Deep Learning
dotNET
GitHub
Hypertext Transfer Protocol (HTTP)
Machine Learning (ML)
NLU
optimization
Pytorch
Representational State Transfer (REST)
Research
Research Scientist
ResNet
REST
REST API
Senior Software Engineer
Software Engineer
Tensorflow
Very-Large-Scale Integration (VLSI)
VHDL
vlsi
Wireless
Education
Colleagues at google
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Colleagues at nvidia
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Colleagues at nvidia
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