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Focusing
9 followers · 9 following

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Achievement: Pull Shark

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Achievement: Pull Shark

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Illumanizer/README.md

🧠 About Me

pranav = {
    "education"  : "M.Tech, Computer Technology @ IIT Delhi (2025–27)",
    "prev"       : "B.Tech, CSE @ SRMCEM, Lucknow (CGPA: 8.49)",
    "interests"  : ["Graph Neural Networks", "EEG / Brain-Computer Interfaces",
                    "Embedded Systems", "Cloud-Native Architecture"],
    "current"    : "EEG-based Dementia Classification (AD/FTD/CN) using SSTGN",
    "fun_fact"   : "I simulate Kessler cascades for fun 🛰️"
}

🚀 Featured Projects

🧠 EEG Dementia Classification

Tech: PyTorch Geometric · GNN · Signal Processing · Optuna

Spatio-Spectral-Temporal Graph Network (SSTGN) on the OpenNeuro ds004504 dataset (88 subjects: AD, FTD, CN). Full pipeline: EEG feature extraction → heterogeneous brain graph construction → 5-fold stratified CV.

~0.67 Balanced Accuracy · Optuna Tuning · Residual + LayerNorm

🛰️ OrbitGuard

Tech: Python · GNN · SGP4 · SIR/SIS Models · PyTorch

Satellite collision risk prediction system. Processes TLE data, propagates orbits via SGP4, models the debris network as a temporal graph, and simulates Kessler cascade spread via epidemic models.

95.6% AUC · Temporal GNN · Network Centrality Features

🏭 Supply Chain Delay Prediction

Tech: Python · GNN · LSTM · XGBoost · scikit-learn

Multi-model fusion combining GNN (supplier graph embeddings), LSTM (temporal sequences), and XGBoost (tabular features) for delay classification with explainability.

98.7% ROC-AUC · 94%+ AUC · Model Fusion

☁️ ShopCloud — Azure E-Commerce

Tech: Azure · Kubernetes · Terraform · Locust · Docker

Cloud-native e-commerce platform on Azure with full Infrastructure-as-Code via Terraform, Kubernetes orchestration, load testing via Locust, and real-time monitoring via Azure Monitor.

IaC · Auto-scaling · Load Testing

🛠️ Tech Stack

Machine Learning & AI

Python PyTorch PyG scikit-learn XGBoost NumPy

Embedded Systems & Hardware

C++ STM32 ESP32 Zephyr RTOS RISC-V

Cloud & DevOps

Azure Kubernetes Docker Terraform Linux Git

Web & Backend

React Node.js Flask Next.js

📊 GitHub Stats

GitHub Streak

🏆 Achievements

🏅 Achievement
🛰️ Regional Innovation Festival — Project selected & recognized
🏛️ CDAC Grand Challenge Contest — Project selected from national pool
💻 LeetCode Max Rating: 1539 · CodeChef Max: 1430
📝 500+ problems solved across LeetCode, CodeChef, GFG, CodeForces

📚 Currently Learning / Exploring

  • 🔬 Advanced GNN architectures for EEG/neuroscience applications (ViT + frequency-aware attention)
  • 🦀 Rust for embedded systems and bare-metal programming
  • 📡 IoT security — MQTT over TLS, cloud device attestation
  • 📈 Indian equity markets and financial data analysis

"First, solve the problem. Then, write the code."

Profile Views

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  1. Supply-Chain-delay-Prediction-using-Model-Fusion Supply-Chain-delay-Prediction-using-Model-Fusion Public

    Classifying delay in Supply chain Products using GNN LSTM and XGBoost

    Jupyter Notebook

  2. ecommerce_next_sanity ecommerce_next_sanity Public

    This is a full stack e-commerce website made with the help of sanity database and react. It has integrated payment facility which is activity on account of checking out from the cart.

    JavaScript

  3. socialmedia_shareme socialmedia_shareme Public

    This is a react app made with the help of sanity for providing a social media platform for sharing images and expressing ourselves with the feature of google login and commenting in real time

    1

  4. mern-app mern-app Public

    An app with both frontend and backend implemented through mern stack. Authorisation through JWT

    JavaScript

  5. instagram-flutter instagram-flutter Public

    It is a instagram clone made with the help of flutter and firebase .

    Dart

  6. techplied-ecommerce-flutter-app techplied-ecommerce-flutter-app Public

    This is a fully functional ecommerce app ready for deployment made with the help of flutter.

    Dart