Rupak Vignesh Swaminathan in

Rupak Vignesh Swaminathan

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Applied Science - Amazon AGI at Amazon
📍 Pittsburgh, Pennsylvania, United States

Rupak Vignesh Swaminathan is a Senior Applied Scientist at Amazon AGI, specializing in speech recognition, neural efficiency, and large language models. A graduate of Georgia Institute of Technology, he has authored numerous publications on topics like LLM compression and multilingual speech instruction fine-tuning, driving advancements in conversational AI.

Outside of his scientific research, Rupak has a keen interest in music, holding certifications in musicianship and music production. He also enjoys gaming, with a particular interest in PlayStation.

Unique fact: He actively bridges his technical expertise with a creative passion for music, having completed formal certifications in the field.

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Experience
10 Years
Current Role
Applied Science - Amazon AGI
Location
Pittsburgh, Pennsylvania, United States
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Priorities

Topics Rupak cares about

LLM Compression
He is the co-author of the recent EMNLP 2025 paper "Saten, " which focuses on post-training compression of large language models for resource-constrained devices.
Multilingual AI
Co-authored "SIFT-50M, " a large-scale dataset for speech instruction fine-tuning in five different languages, demonstrating his work in creating versatile AI models.
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Career

Work history

6-2018
Applied Science - Amazon AGI
Amazon
5-2017 - 5-2018
Audio DSP Engineering Intern
Synaptics Incorporated
1-2017 - 4-2017
Graduate Teaching Assistant (Machine Learning)
Georgia Institute of Technology
8-2014 - 7-2016
Project Associate
Speech and Music Technology Lab, Indian Institute of Technology, Madras
5-2013 - 6-2013
Intern
Visteon Corporation
In the press

Media appearances

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Education
2016 - 2018
Master of Science (M.S.)
Georgia Institute of Technology
2010 - 2014
Bachelor of Technology (B.Tech.)
SRM University
Social presence
in
Behavioral profile

DISC profile (public)

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