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Projects

Explore a collection of real-world projects showcasing my skills in AI, Machine Learning, and software development. Each project highlights a unique problem-solving approach, innovative implementation, and a drive toward impactful results. From intelligent automation systems to predictive analytics, these projects reflect my technical capabilities and creativity.

SQLI Sentinel

AI-Powered SQL Injection Detection System

An AI-driven project focused on detecting SQL injection attacks using BERT and adversarial techniques. Integrated voice-to-SQL, 3D visualizations, and a browser honeypot to simulate real-world threats and improve detection accuracy. Aimed at enhancing web application security through smart query analysis and anomaly tracking

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Smart Invoice Parser

AI-Based Multilingual Invoice Extraction and Fraud Detection Tool

An AI-powered multilingual invoice parser built with LLaMA-4 and Isolation Forest. Features include fraud detection, anomaly spotting, natural language insights, and a sleek Streamlit UI. Designed for speed, accuracy, and seamless data export.

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URL Guard

Real-Time URL Threat Detection with Explainable AI

A smart threat detection tool that classifies malicious URLs using machine learning. Built with Random Forest and Streamlit, it offers real-time predictions, SHAP-based explainability, and a precision rate of over 98% for high-risk classes.

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      © 2025 by janani nagaraj.All rights reserved 

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