Shreyas Subramanian
Principal Scientist - Model Customization
Washington DC-Baltimore Area United States
Summary
🤩
Rockstar🎓
Top SchoolShreyas Subramanian is a Principal Scientist at Amazon Web Services specializing in model customization, large-model training efficiency, and agentic systems, with over a decade of experience in optimization and AI. He has driven production launches like Model Customization and AgentCore Runtime on Amazon Bedrock, translating research in SLMs, RL-based adaptation, and evaluation/ alignment into scalable customer-facing products. His background includes leading NASA-focused research to improve air travel safety and publishing across top venues (Nature, NeurIPS, ICLR) alongside patents and books. Shreyas regularly advises science leaders and review panels—including the NSF—shaping funding decisions and research directions that seed AI startups. He combines deep academic rigor from a PhD in aerospace engineering with hands-on systems work that optimizes latency, throughput, and real-world deployment at cloud scale.
11 years of coding experience
13 years of employment as a software developer
Doctor of Philosophy (PhD), Aerospace, Aeronautical and Astronautical Engineering, Doctor of Philosophy (PhD), Aerospace, Aeronautical and Astronautical Engineering at Purdue UniversityMaster of Science (M.S.), Mechanical Engineering, Master of Science (M.S.), Mechanical Engineering at Wright State UniversityBachelor of Technology - BTech, Mechanical Engineering, Bachelor of Technology - BTech, Mechanical Engineering at National Institute of Technology Karnataka
English, Tamil, Kannada, Hindi, Telugu
Github Skills (170)
multilabel-classification10
benchmark10
neural-search10
python10
semantic-search10
sagemaker10
amazon-sagemaker10
huggingface10
deep-learning10
mlops10
bug-reporting10
embedding10
clustering10
generative-ai10
sentence-embeddings10
Programming languages (9)
Github contributions (5)
w601sxs/easy-ml-pocs
Feb 2020 - Jul 2020
Site for searching for reusable code samples
Contributions:17 commits, 4 PRs, 105 pushes in 5 months
typescriptreusablesearching
shreyasportfolio/shreyasportfolio.github.io
Mar 2017 - Jul 2021
Contributions:55 pushes in 4 years 4 months
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