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Gaurav-0704/README.md

Gaurav Singh Thakur

roles

MS Computer Science @ University of Dayton — Graduating Dec 2026

Portfolio LinkedIn Email views


🚀 What I'm building right now

  • ALK+ Trajectory Dataset (master's thesis — in progress) — Building a structured, validated clinical-trajectory dataset for ALK-positive lung cancer, paired with an interpretable model that forecasts patient trajectory. Focused on reproducibility and honest, non-circular evaluation. (Full write-up and results to follow on completion.)
  • Aegis (in progress) — A disease-agnostic safety-evaluation harness that measures whether clinical-triage LLMs safely handle dangerous cases — dangerous-under-triage and context-omission metrics, driven by YAML-configurable disease rules.

🛠️ Tech Stack

Languages

ML / AI

Backend

Cloud / DevOps

Data / Viz


📌 Projects

Project Stack What it does
🎯 OneShot · live ↗ Python · LLMs · Gemini · Claude · OpenAI Local-first job pipeline — scrapes listings, LLM fit-scores each, writes ATS-optimised resumes + cover letters per job via a score→rewrite loop. +16 pts avg ATS lift, 88% fit accuracy
🧠 Sage · live ↗ FastAPI · Claude · PostgreSQL · Docker AI-first K–10 school ERP — Claude proposes actions as reviewable cards, nothing runs without approval. 21+ domain agents, nightly insights, fee-risk scoring, full audit trail
🍱 VendorVault · live ↗ Python · Flask · SQLite · WhatsApp Webhooks Live cloud-kitchen ops platform — WhatsApp order parsing, cash-in-hand tracking, weekly float cycle, mobile-first over WiFi
🧬 ALK+ Trajectory Dataset (thesis — in progress) Python · Machine Learning · Data Curation Structured, validated clinical-trajectory dataset for ALK+ lung cancer + an interpretable model forecasting patient trajectory. Reproducible, honestly evaluated
🛡️ Aegis (in progress) Python · Anthropic Claude · FastAPI · pytest Disease-agnostic safety-evaluation harness for clinical-triage LLMs — measures dangerous under-triage and context-omission via YAML-configurable disease rules
📊 Rippl-Predict Python · XGBoost · SHAP · Plotly · FastAPI · Docker Article virality forecasting — dual regression/classification, 3D PCA dashboard, SHAP explainability, Tableau reporting (ROC-AUC 0.68–0.73)
👁️ RetinaGuard PyTorch · EfficientNet-B4 · Flask · Grad-CAM Clinical DR screening — 5-level grading, CLAHE preprocessing, Grad-CAM, dual portals (0.82 acc / 0.89 QWK). Built on my ISSN 2321-2152 publication
🔍 Auto-Lens YOLOv12 · EasyOCR · ONNX · FastAPI · React Native License-plate recognition + NHTSA VIN/recall lookup — DPPA-safe, runs on mobile and web
🛒 SmartCart Java · Android · ML Kit · CameraX Grocery app with ML Kit barcode scanning, voice add via shake gesture, per-list budgets, Material 3
🤖 CRM Automation Suite Python · pandas · rapidfuzz · Three.js · Chart.js Outlook × PracticePanther reconciliation — 6-tier fuzzy matching with a routing reason per record, styled Excel output + a 3D analytics dashboard

💼 Experience

Graduate Researcher — University of Dayton (Aug 2025 – Present) My master's thesis: building a structured, validated clinical-trajectory dataset for ALK-positive lung cancer and an interpretable model that forecasts patient trajectory — with a focus on reproducibility and honest, non-circular evaluation.

Data Scientist Intern — CSIR-IICT (Jan – Aug 2023) Built a CNN + LSTM hybrid model for mosquito density forecasting to support vector-borne disease surveillance. This is where I learned to work with real biomedical data under research constraints.

IT Consultant Intern — GVS IT Solutions (Jul 2023 – May 2024) Worked across client-facing tech deployments and internal tooling — which is what pushed me toward building systems that actually get used rather than just demoed.

Data Science Apprentice — Ethical Edufabrica (Sep 2022) Early hands-on exposure to applied ML workflows and data pipelines.


📄 Publications

Diabetic Retinopathy Detection using Deep Learning ISSN 2321-2152 · Co-authored with Niharika Raghunandan A CNN-based pipeline for automated DR detection and grading. This paper is the direct foundation for RetinaGuard — I took the research and turned it into a deployable clinical screening platform with Grad-CAM explainability, dual portals, and a GPU-free Simulation Mode.

In progress: ALK+ Trajectory Dataset — master's thesis (structured, validated clinical-trajectory dataset + interpretable trajectory model). Write-up to follow.


🏆 Leadership

  • President, Indian Student Association @ University of Dayton (2025 – Present)
  • Director General, VBIT Model United Nations (2022 – 2023)
  • Lead Organizer, TEDx VBIT (2022)

📊 GitHub Stats

stats top langs

streak


🌐 Find me

📧 tgauravsingh07@gmail.com  ·  📍 Dayton, OH  ·  🔗 Portfolio  ·  LinkedIn

📌 Open to full-time roles in Applied AI, ML Engineering, Data Science, and Full-Stack AI Development

Pinned Loading

  1. OneShot OneShot Public

    Local-first job application pipeline — scrapes LinkedIn/Indeed/Glassdoor, scores each listing against your resume with LLM fit analysis, then writes a unique ATS-optimised resume + cover letter per…

    Python 1

  2. Sage Sage Public

    Sage — AI-first school ERP where Claude proposes actions and waits for human approval before anything runs. Features SSE-streamed chat, nightly proactive insights, fee risk scoring, searchable audi…

    Python 1

  3. VendorVault VendorVault Public

    Full-stack operations platform for a live cloud-kitchen business — orders, vendor purchases, and live margin tracking.

    Python 1

  4. RetinaGuard RetinaGuard Public

    Full-stack DR screening platform — EfficientNet-B4 + Grad-CAM, dual patient/clinician portals. Built on my ISSN 2321-2152 publication.

    Python 1

  5. Rippl-Predict Rippl-Predict Public

    End-to-end ML system for article virality forecasting — XGBoost + SHAP + interactive 3D PCA dashboards.

    Python