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sudarshan-krishnan/README.md

Β  Β 





πŸ‘€ About

Triple-major Honors student at Purdue building production machine learning systems.

I'm a Computer Science + Data Science + Mathematics major with hands-on ML experience across IBM (incoming), Toyota Connected, BAE Systems, and Medical Informatics Engineering β€” shipping vision-language models, demand forecasting at supply-chain scale, and EHR systems running on HL7/FHIR.

When I'm not in class or at a co-op, I build at hackathons. Five wins this year alone β€” including 1st place at LA Hacks 2026 (largest collegiate hackathon on the West Coast, 1500+ hackers), the Wolfram Award + 2nd Overall + Best Green Tech Hack at MakeUC, and a 2nd-place private leaderboard finish at the NCAA Final Four ML Challenge held at the Men's National Championship.

πŸŽ“ University Purdue University Β· Honors Program Β· Class of 2027
πŸ“š Triple Major Computer Science Β· Data Science & Applied Statistics Β· Mathematics
πŸ’Ό Incoming ML Engineer Intern @ IBM Β· Summer 2026
πŸ› οΈ Past Toyota Connected NA Β· BAE Systems Β· Medical Informatics Engineering
πŸ”¬ Focus Production ML Β· Computer Vision Β· Healthcare AI Β· Predictive Systems
πŸ› οΈ Languages Python Β· Java Β· TypeScript Β· JavaScript Β· C Β· SQL
πŸ“ Based West Lafayette, IN
πŸ˜„ Fun fact Triple major. Five hackathon wins. Still sleeping β€” occasionally.

"Build things that matter. Ship things that work."


πŸ† Hackathons β€” Recent Wins

πŸ₯‡ StudyO β€” Winner, Cloudinary Sponsor Track

Your tabs, turned into a study session.

An AI-native learning OS that ingests PDFs, YouTube videos, audio lectures, and open browser tabs β€” then generates flashcards, quizzes, concept maps, and multi-format AI explainer videos in ~60 seconds, personalized to the user's VARK learning style.

The crown jewel: A full AI video pipeline running entirely through Cloudinary's transformation layer β€” no FFmpeg server, no separate media infrastructure. One explicit() call produces 6 eager renditions: HLS adaptive bitrate, 9:16 portrait, 1:1 square, animated GIF preview, optimized MP4, and a smart poster with g_auto saliency.

Next.js 16 TypeScript Zustand Tailwind Framer Motion Clerk v7 MongoDB Atlas Cloudinary v2 Gemma 4 (26B) Gemini 2.5 Flash GPT-4o-mini ElevenLabs Vapi + Deepgram Chrome MV3

πŸ“… April 24–26, 2026 Β· UCLA Β· 1500+ hackers


πŸ₯ˆ GreenScape β€” MakeUC

πŸ† Wolfram Award πŸ† 2nd Place Overall πŸ† Best Green Tech Hack

Real-time waste classification system that distinguishes biodegradable, dry non-biodegradable, and non-biodegradable trash using a fine-tuned ResNet18 classifier. Converted PyTorch β†’ ONNX for low-latency runtime. Trained on a 600-image augmented dataset across 4 classes β€” feeds into an anaerobic composting pipeline that produces eco-friendly fertilizer.

Python PyTorch OpenCV ONNX ResNet18 Deep Learning

πŸ“… University of Cincinnati

πŸ€ NCAA Final Four 2026

πŸ₯ˆ 2nd Place β€” ML Challenge (Private) πŸ₯‰ 3rd Place β€” ML Challenge (Public) 🎯 Semifinalist β€” Analytics Challenge

Two-part competition. The Kaggle ML Challenge asked competitors to predict NCAA Tournament seeds (1–68) for 5 historical seasons + the live 2025-26 season β€” solved via a hybrid pipeline combining CBS reference lists, Hungarian algorithm assignment, and a 3-level stacking ensemble. The Analytics Challenge finals were held at the Indiana Convention Center during the Michigan vs. UConn championship game.

Python scikit-learn XGBoost CatBoost Hungarian Algorithm

πŸ“… April 2026 Β· Indianapolis

🩺 OverSight β€” HackIllinois

AI-powered medical bill analyzer that turns an unreadable hospital bill into an actionable breakdown in under 60 seconds. Detects upcoding, duplicate charges, out-of-network misclassification, and above-benchmark pricing using per-code statistical models built from CMS distribution data. Includes Stella, an AI voice advocate that walks users through their bill in real time, plus auto-generated dispute letters.

Next.js 15 Modal Vapi ElevenLabs OpenAI Cloudflare SuperMemory

πŸ“… February 2026 Β· UIUC

πŸ› MemEx β€” HackPSU

"GitHub for debugging." A persistent memory layer for developers and AI agents β€” captures errors, logs, and fixes from VS Code, APIs, and CI pipelines, then organizes them into a searchable system with semantic search and a commit-linked timeline. Ships with a VS Code extension for real-time ingestion and webhook endpoints for GitHub Actions.

Next.js TypeScript Supabase + pgvector OpenAI Embeddings Clerk VS Code Extension API

πŸ“… March 2026 Β· Penn State


πŸ’Ό Experience

πŸ”΅ IBM
Incoming ML Engineer Intern Β· Summer 2026
β€’ Joining the ML Engineering team for Summer 2026
πŸš— Toyota Connected North America
ML Intern Β· Operations & Data Services Β· Jun–Aug 2025 Β· Plano, TX
β€’ Built vision-language model for a mobile parking assistant
β€’ Optimized model performance via quantization & latency reduction
β€’ Analyzed 200K+ forklift error logs for failure pattern detection
β€’ Developed Bayesian models estimating repair costs & durations
✈️ BAE Systems
Student Intern (Co-Op) Β· Aug 2024–Jun 2025
β€’ ML demand forecasting across 74 outstations, 16 hubs
β€’ Engineered 40+ features β€” achieved RΒ² = 0.928
β€’ Presented predictive supply chain insights to BAE executives
β€’ Built inventory optimization & planning dashboards
πŸ₯ Medical Informatics Engineering
Developer Intern (Co-Op + Summer) Β· Sep 2023–Apr 2025 Β· Fort Wayne, IN
β€’ Built EHR system using HL7 & FHIR standards
β€’ Enabled real-time clinical data sharing & interoperability
β€’ Hemophilia prediction model from 85+ patient records
β€’ Enterprise bioinformatics microservices for multi-omics data
β€’ Applied OpenAI NLP for medical record summarization

πŸ› οΈ Tech Stack

Languages

Python JavaScript TypeScript Java C SQL

Machine Learning & Data Science

PyTorch TensorFlow scikit-learn NumPy Pandas ONNX OpenCV Streamlit

Web & Full-Stack

Next.js React Node.js Tailwind Flask HTML5 CSS3

AI Infrastructure & APIs

OpenAI Gemini ElevenLabs Cloudinary MongoDB Supabase Clerk

Cloud & Tools

AWS Docker Git Linux Vercel HL7 FHIR


πŸ“Š GitHub Stats

Β 

πŸ… Other Achievements

πŸ… Achievement
πŸ₯‡ 1st Place β€” Engineers' Week Bridge Building Competition
πŸ† Finalist β€” Case Competition (Leadership Event)
πŸ“š Dean's List β€” Spring 2023
πŸŽ“ Semester Honors β€” Fall 2023
⭐ Purdue Honors Program β€” Triple-degree track
🀝 NSLS Presidential Member β€” Selected for leadership & academic excellence

πŸ”¬ Research & Publications

πŸ“„ Preventive Care for Children at Risk of Hemophilia
Researched genetic disorder probabilities using parental health data Β· Developed predictive algorithms for hereditary risk Β· Analyzed allelic compositions to model parent–child genetic correlations
🌱 Data-Driven Food Waste Recycling Systems
Designed circular waste management pipelines with hospitality partners Β· Modeled compost conversion for agricultural fertilizer production Β· Applied analytics to real-world sustainability challenges

🌐 Leadership

Role Organization Impact
🎯 President Honors Association for Scholarly Excellence @ Purdue Hackathons, Shark Tank pitch events, inter-campus competitions
πŸ›οΈ Student Senator Purdue University Student Government Reviewed constitutions, voted on funding, policy governance
βš–οΈ Allocations Committee Purdue Student Government Reviewed org budgets & Student Activities Fee allocation
πŸ“£ Dean's Ambassador Purdue ETCS Regional outreach, CS workshops, high school campus visits
πŸŽ“ Honors Council Member Purdue Honors Program Represented student feedback, supported program initiatives
πŸ—£οΈ Omnibus Event Coordinator Purdue Honors Speaker Series Managed high-profile speaker logistics & student team
πŸ—οΈ Frontend Developer Purdue Honors Department Built & optimized the Honors program website

πŸŽ“ Education

Purdue University Β· West Lafayette, IN Β· Aug 2023 – May 2027

B.S. Computer Science Β β€’Β  B.S. Data Science & Applied Statistics Β β€’Β  B.S. Mathematics

Honors Program Β· Dean's List Β· Triple Major


πŸ… Certifications

Deep Learning CLT C Programming


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