Aswinkumar R
AI ML Engineering Intern at AMD
Madison, Wisconsin, United States
Summary
👤
Senior🎓
Top SchoolAswinkumar R is an AI/ML engineer and ECE master's student at UW–Madison with a decade of hands-on experience accelerating deep learning across research and production. He has driven GPU-focused performance wins at NVIDIA—designing AI-for-Science pipelines, teaching global workshops, and mentoring teams—and recently optimized DL models and deployment workflows at Vayu Robotics and AMD. His work spans physics-informed neural nets, neural operators, DeepStream real-time inference, and ray-traced visualization, delivering multi-fold speedups and practical tooling adopted by research institutes. A background in engineering physics from IIT Madras underpins his hardware-software fluency, evidenced by leading an ESP32 SoC board project that reached mass distribution. He combines classroom-level teaching with competitive hackathon mentorship, and quietly blends systems-level optimization with applied research to move models from prototype to scalable deployment.
10 years of coding experience
3 years of employment as a software developer
Indian Institute of Technology MadrasMaster's degree, Electrical and Computer Engineering, Master's degree, Electrical and Computer Engineering at University of Wisconsin-Madison
Github Skills (72)
ubuntu10
openmp10
openacc10
installers10
anaconda10
deepstream10
cuda10
mpi10
gpu9
deep-learning9
machine-learning9
hpc9
data-science9
ffmpeg9
termux9
Programming languages (12)
Github contributions (5)
aswinkumar1999/RPi_Video_Stream
Sep 2019 - Jun 2023
Elec_Club_Mini-Project
Contributions:5 PRs, 22 pushes, 1 branch in 3 years 9 months
club-elecmini-project
aswinkumar1999/collegedunia_data_scrapper
May 2019 - Aug 2020
Contributions:31 commits, 4 PRs, 41 pushes in 1 year 2 months
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