Abinav Ravi

Senior Machine Learning Engineer at ACV Auctions

Chennai, Tamil Nadu, India
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Summary

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Senior
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Top School
Abinav Ravi is a Senior Machine Learning Engineer with 8 years of experience and an MS in Computational Science and Engineering from TUM, focused on building production-grade MLOps and cloud-native ML systems. He has a strong track record re-architecting GPU-accelerated pipelines into scalable microservices, boosting throughput by up to 20% and reducing latency through bottleneck-aware resource allocation and batching. At ACV Auctions he also improved OCR extraction accuracy from 79% to 97% using generative AI approaches, and previously refactored SDKs and feature stores at TurboML to simplify developer workflows. His background spans AWS Lambda, Terraform, Python, deep learning for medical imaging, and feature-store engineering, with a pragmatic bent toward workshops, demos, and POCs that drive adoption. Based in Chennai, he combines hands-on implementation with stakeholder-focused delivery and a habit of surfacing operational improvements that aren’t obvious from model metrics alone.
code8 years of coding experience
job7 years of employment as a software developer
bookBachelor of Technology (B.Tech.), Mechanical Engineering, Bachelor of Technology (B.Tech.), Mechanical Engineering at Amrita Vishwa Vidyapeetham
bookBachelor of Technology, Mechanical Engineering, Bachelor of Technology, Mechanical Engineering at Amrita School of Engineering, Bangalore
bookMaster of Science - M.Sc, Computational Science and engineering, Master of Science - M.Sc, Computational Science and engineering at Technical University of Munich
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Stackoverflow

Stats
375reputation
13kreached
9answers
5questions
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Github Skills (57)

secure-computation9
python9
cryptography9
federated-learning9
privacy9
llm-prompting8
deep-learning8
pytorch8
evaluation8
monitoring7
machine-learning7
differential-privacy7
aggregations7
julia7
cpp7

Programming languages (7)

JuliaTypeScriptRustSCSSJavaScriptJupyter NotebookPython

Github contributions (5)

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Contributions:27 commits in 4 months
Contributions:5 commits, 4 pushes, 1 branch in 1 year 2 months
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