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Phishing & Deepfake Detection

Hi, I'm Pritto Ruban, and this project is all about using AI to fight digital deception — from phishing scams to deepfake media. It’s built to help users detect suspicious links, manipulated videos, AI-generated images, and cloned audio.

The goal? Make the web a little safer and smarter.


What It Detects

Type Description
Phishing Links Identifies and flags potentially harmful or deceptive URLs
Deepfake Videos Analyzes videos to detect facial manipulations
Fake Images Detects AI-generated or tampered images
Synthetic Audio Classifies whether an audio clip is real or AI-synthesized
Browser Threats Chrome extension shows instant alerts while browsing

Tech Behind It

  • Frontend: Next.js + Tailwind CSS
  • Backend: FastAPI / Flask (Python)
  • AI Models: Hosted on Hugging Face Spaces (custom + pre-trained)
  • Authentication: Supabase
  • Browser Integration: Chrome Extension for real-time feedback

Why I Built This

With AI tools becoming more accessible, it’s easier than ever to create fake content — which means we need better tools to detect it. This project brings together what I’ve learned in machine learning, full-stack development, and cybersecurity into something practical and helpful.

It’s meant to educate, protect, and show how AI can be used against digital threats, not just to create them.


Let’s Connect

If you’ve got feedback, ideas, or just want to chat about AI and security:

Pritto Ruban
LinkedIn

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AI-powered tool to detect phishing links, deepfake videos, fake images, and synthetic audio for safer browsing and content verification.

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