Mike Petrenko

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mikkicon.jobs@gmail.com
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HireSight

AI Engineer

AI Engineer in enterprise-grade agent systems, with a record of owning critical ML infra at Apple. I design, write, test and deploy AI-native backend systems that integrate LLMs, containerized workflows, and expose MCPs - turning prototypes into production tools used across teams. My edge is combining deep ML knowledge with hands-on engineering: I ensure frictionless frontier AI tools are available. Master’s degree in CS/AI. Research on LLM Quantization.

Projects

HireSight https://hiresight.in
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LAIOUT
Room layout generator.
https://laiout-eight.vercel.app
LAIOUT

GPTAQ
Master's thesis on extension of GPTQ framework for quantization of Large Language Models with billions of parameters.

Documents De-skew
Neural Network to find a skew angle of an image and then de-skew it
briefr-telegram-bot Telegram bot with Finetuned LLM to summarize link contents. Deployed to AWS

Papers

GPTAQ: Hessian Eigenvalues and Activation Quantization for Large Language Models
Master's thesis on extension of GPTQ framework for quantization of Large Language Models with billions of parameters.
I experimented with Hessian Eigenvalues and Activation Quantization and Cross-Layer Equalization

Continuous Monitoring of COPD Using Multi-modal Physiological Data
In collaboration with Univercity of Torronto - me, my fellow and PhD from UoT done research on dependencies between physiological data from smart watches for COPD exacerbation prediction.

Education

MS Master's in Machine Learning - National University Kyiv-Mohyla Academy
BS Bachelor's in Software Engineering - National University Kyiv-Mohyla Academy

Certifications

Imperial College of London - Mathematics for Machine Learning google data science certification Imperial College of London - Mathematics for Machine Learning