Surya Sahu
Senior Research Engineer at PremAI
Bengaluru, Karnataka, India
Summary
👤
Senior🎓
Top SchoolSurya Sahu is a Senior Research Engineer with nine years of experience building and productionizing ML and LLM systems across startups and academia, currently focused at PremAI. He has a strong mathematical foundation and a track record of moving research to product—publishing at NeurIPS and AACL, collaborating with MIT Media Lab, and shipping real-time agent-assist and voicebot solutions. Surya is skilled in pragmatic engineering for constrained environments (GPU batching, Redis queues, token-efficient constrained generation) and has built custom tooling such as a markup language for function-calling and an inference backbone now central to a company’s ML stack. Equally at home prototyping from vague problem statements as he is optimizing inference and custom loss functions, he combines deep research instincts with hands-on PyTorch implementation (and occasional “dirty” code). Based in Bengaluru, he balances rigorous ML research with practical delivery and a creative streak—he plays music outside of work.
8 years of coding experience
5 years of employment as a software developer
Bachelor of Technology - BTech Computer Science, Bachelor of Technology - BTech Computer Science at Bhilai Institute of Technology (BIT), Durg
Github Skills (93)
attention-mechanism10
mlops10
llmops10
xpu10
transformer10
gpt10
llama10
amd10
cuda10
arxiv10
pytorch10
inference10
tpu10
llm10
lstm9
Programming languages (5)
Github contributions (5)
ojus1/Time2Vec-PyTorch
Jul 2019 - Jun 2022
Reproducing the paper: "Time2Vec: Learning a Vector Representation of Time" - https://arxiv.org/pdf/1907.05321.pdf
Contributions:8 commits, 2 PRs, 9 pushes in 2 years 11 months
pytorchrepresentationarxivpdfvector
ojus1/StyleTransfer
Jun 2018 - Jul 2018
Contributions:13 commits, 11 pushes, 2 branches in 1 month
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