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PRADEEP
SENTHIL

ML Engineer

Research background. Production focus.

Building healthcare ML at Alto

WRITINGS_

// thoughts on ML systems, infrastructure, and building things that scale

01
Machine Learning DEC 28, 2024 8 min read

Building Production ML Pipelines: Lessons from Processing 100K Messages Daily

After refactoring our entire Kafka-based ML infrastructure, here's what I learned about building systems that actually work at scale.

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02
Infrastructure DEC 15, 2024 5 min read

Zero-Downtime Kubeflow Upgrades: A Survival Guide

Upgrading production Kubeflow from 1.6 to 1.9 without waking up the on-call engineer.

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03
Machine Learning DEC 2, 2024 6 min read

OCR in Healthcare: Extracting Sanity from Prescription Faxes

How we built an OCR system that handles 2000+ prescriptions monthly using AWS Textract.

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