Hello, World.

I'm Shree.

Machine Learning Engineer

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About

Hi there.

I'm a full-time Learner and a Seeker.
I aspire to build systems that give each one of us the opportunity to flourish exquisitely — not equal opportunity, but a personal one.

How is a garden mesmerizing if all the flowers are the same?

🤖 AI/ML 🌌 Galaxies ⚫ Black Holes 🏔️ Yosemite National Park Lego

Profile

What I work with

Large-scale Machine Learning Computer Vision Deep Learning Google Cloud NLP MLOps Python PyTorch SQL PyTest Claude Code
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Journey

A Bird's-Eye View

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Jan 2024 – Present Work

Senior Software Engineer

Renesas Electronics America Inc.

MLOps, Synthetic data generation and quality assurance, Vision Language Action (VLA) model fine-tuning and inference, Optimization and hardware-in-the-loop model verification.

Aug 2021 – May 2023 Education

M.S. in Data Science

Worcester Polytechnic Institute

Research focus on applying ML and computer vision in applications like medicine, autonomous vehicles, and robotics, published in IEEE CASE 2023 .

Feb 2021 – Jul 2021 Work

Senior Machine Learning Engineer

Quantiphi Inc.

OpenCV augmentation pipeline + model-assisted labelling that boosted image classification accuracy by 20% across 500 classes.

Jan 2019 – Jul 2020 Work

Machine Learning Engineer

Blue Yonder (Yantriks)

Time-series forecasting in retail domain, large-scale software engineering.

Aug 2016 – Dec 2018 Education

M.Tech — Computer Science & Automation

Indian Institute of Science, Bengaluru

Intelligent Systems stream: ML, DL, NLP, Reinforcement Learning, Game Theory. Co-authored an NeurIPS 2019 workshop paper on multi-agent traffic control.

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What's Here

Writing, deep experience records, and curated resources — all in one place.

Blog

Writing on machine learning, leadership, humanity, and personal growth — to think clearly and share openly.

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Experience

Detailed, expandable timeline of work, research, education, and projects — with a full skills cloud.

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Resources

Curated papers, courses, tools, and links that I find genuinely worth returning to.

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