SKAbout Siva
AWS DevOps & ML Engineer | HPC & LLM Deployment Expert
I help tech-driven teams automate AWS pipelines, optimize HPC workloads, and deploy ML & LLM workflows that scale. With 8+ years of experience, I deliver production-ready infrastructure that cuts costs, accelerates deployment, and supports AI innovation.
English
Native or bilingual
Remote only
Primarily works remotely
Experience
- Needle DigitalML EngineerSeptember 2023 - January 2025 (1 year and 4 months)• Developed custom pipeline to generate audio bytes from podcasts.• Built automated pipeline using Speech-to-text and audio segmentation models to ingest 1 million podcasts, and generated more than 40 million audio bytes.• Deployed and managed the entire backend on AWS.
- AganithaPrincipal Data ScientistJanuary 2018 - Today (8 years and 5 months)Financial transaction fraud detection model• Deployed a fraud detection pipeline using isolation forest based model to detect fraudulent fund disbursal in state finance department.• The model was able to identify close to 20 million dollar fraudulent transactions.Reaction yield prediction model• Created time series forecasting model to predict the amount of active biological medicine given operating conditions of the reactor.• Decreased the wastage of ingredients by 10% and automated the monitoring of the reactor.Molecule property prediction• Built a ML pipeline to predict the efficiency of antibody binding for various diseasesusing GNN.• This automated pipeline helped in bringing down the time to manufacturing theantibodies.• The antibodies identified by the model were validated by manufacturing in wet labs.Automated HPC on AWS to analyse Genome data. Built a pipeline to deploy a HPC cluster on AWS to analyse data at Peta byte scale. Auto-provisioning of compute to perform in-memory computation. Secured the data access using RBAC on AWS
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Education
- Bachelors and Masters in TechnologyIndian Institute of Technology, Madras2014Bachelor and Master in Mechanical Engineering and Energy Technology