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NotArnav03/README.md
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AI/ML Developer · Deep Learning · Transformer Architectures · Research

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whoami

arnav = {
    "role"       : "AI/ML Developer & CS Undergraduate",
    "institute"  : "Vishwakarma Institute of Technology, Pune",
    "focus"      : ["Deep Learning", "Transformers", "NLP", "Fraud Detection"],
    "published"  : "Springer LNNS — ICAIN 2025",
    "languages"  : ["English", "Marathi", "Hindi", "Japanese (conversational)"],
    "beyond_code": ["Multiple Olympiad Medalist (STEM)", 
                    "National Gold Medalist — Skating 🥇", 
                    "Black Belt — Karate 🥋"],
}

🔬 Featured Projects

🎵 Deep Temporal Attention Network

Music Genre Classification · GTZAN Dataset

CNN–Transformer hybrid leveraging temporal attention on spectrogram data. Achieved ~95% classification accuracy using spectrogram augmentation and attention-based modeling.

PyTorch CNN Transformer Attention Spectrograms

🏦 SecureBank — Fraud Detection

Fintech · Uncertainty-Aware Pipeline

Uncertainty-aware fraud detection using TabNet, ensemble models, and feature engineering. Optimized for CPU-efficient, scalable deployment.

TabNet Ensemble Uncertainty Calibration Python

🏥 ClinPath AI — Clinical Decision Support

Hackathon Project · AI + LLM

Rule-based clinical pathway engine integrated with Groq-hosted LLaMA 3.1. Safety-first architecture separates evidence-based rules from LLM explanations.

LLaMA 3.1 Groq Flask React/Vite Flowchart UI

💳 SafePay AI — Real-Time Fraud Prevention

Hackathon Project · Dual-Model Pipeline

NLP-based SMS scam analysis (TF-IDF + LR) + transaction risk scoring (Random Forest). ~85–90% accuracy with explainable risk assessments.

TF-IDF Random Forest Flask REST API Dark UI


📄 Publication

Adaptive TabNet–β-VAE Fusion Ensemble for Uncertainty-Aware Fraud Detection

Springer Lecture Notes in Networks and Systems (LNNS) · ICAIN 2025

Springer


🛠️ Tech Stack

Languages     Python · C++
ML / DL       PyTorch · Scikit-learn · TabNet · Transformers · CNNs · LLMs · NLP
Web           Flask · React
Tools         Git · Colab · LaTeX · Linux
CS Core       Data Structures & Algorithms · OS · Compilers

📊 GitHub Stats


"Precision in research. Discipline in execution. Curiosity in everything."

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