Shivin Devgon
Machine Learning Engineer - ML Runtime And Optimization
Sunnyvale, California, United States
Summary
👤
Senior🎓
Top SchoolShivin Devgon is a machine learning engineer with nine years of experience specializing in ML runtime, optimization, and high-performance model deployment. At Waymo he authored Triton/CUDA/PTX kernels (matrix multiply, flash attention, GLU, quantization) that accelerated vision transformer training and inference up to 3x vs JAX XLA and enabled model-sharding speedups of 7x. Previously at Singular Genomics he led stateful model architecture and end-to-end pipeline optimizations that cut calibration error 60%, reduced reads, sped training 4x, and produced multi-fold CPU/GPU and IO savings including int8 encodings and Triton-based deployment. He combines deep research training from UC Berkeley (BS/MS EECS, highest honors) with hands-on systems engineering across Triton, TensorRT, PyTorch, and distributed parallelism. Notably, he reduced routine engineering toil by automating pipelines and saved substantial cloud costs through compression and inference optimizations—demonstrating an uncommon blend of algorithmic insight and low-level performance hacking. Located in Sunnyvale, he focuses on pushing model efficiency without sacrificing quality.
8 years of coding experience
5 years of employment as a software developer
Master's of Science, Electrical Engineering and Computer Sciences, 3.92, Master's of Science, Electrical Engineering and Computer Sciences, 3.92 at UC Berkeley College of Engineering45, 45 at International Baccalaureate
English, Hindi, Japanese, Spanish, French
Github Skills (41)
water10
rotation10
self-supervised-learning10
supervised-learning10
open-access9
simulator9
simulation9
pytorch9
sun9
computer-vision9
deep-reinforcement-learning8
deep-learning8
stable-baselines8
reinforcement-learning7
python7
Programming languages (4)
Github contributions (5)
BerkeleyAutomation/Orienting_Novel_3D_Objects
Aug 2019 - May 2021
Orienting Novel 3D Objects Using Self-Supervised Learning of Rotation Transforms
Contributions:67 commits, 3 pushes in 1 year 10 months
pytorchsupervised-learning3d-objectsrotationsupervised
Shivin302/Shivin302.github.io
Sep 2018 - Jan 2021
Contributions:7 pushes, 1 branch in 2 years 4 months
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