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🛡️Phishing Detector App

This app helps you detect shady links before you accidentally click on some phishing scam. It’s built for anyone who wants basic protection without being a tech genius. And honestly, I’m building it to prove that I understand Machine Learning, Cybersecurity, and App Dev


What It Does rn

  • Paste a link → Model tells if it’s shady or not
  • Uses machine learning - trained with real phishing + legit URLs
  • Simple Android UI made with Jetpack Compose (cause it should look nice even if it's function is basic) 

Tools I’m Using

  • pandas + numpy for data preprocessing
  • Logistic Regression model for phishing detection
  • Planning to convert model to TFLite for Android
  • Frontend in Kotlin using Jetpack Compose

Why I'm Doing This

Because I wanted to do one project that brings together:

  • A bit of ML
  • A bit of Cybersecurity
  • A bit of Android App Dev Even though I’m not an expert in any of them yet - I’m learning by doing.

Future Ideas

Once the basic version works, I might add:

  • DNS and domain checking
  • Cloud integration for threat database
  • Better UI + link scanner inside the app Or maybe I’ll just vibe and build something else — who knows?

🎀Made by Me

Aaliya Hussain Just a girl who’s tired of getting overwhelmed and decided to build something anyway.


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ML-based phishing URL detector

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