README.md

metadata

title: LSTM Ransomware Detector
emoji: 🛡️
colorFrom: red
colorTo: blue
sdk: gradio
sdk_version: 4.7.1
app_file: app.py
pinned: false
license: mit
tags:
  - machine-learning
  - cybersecurity
  - malware-detection
  - lstm
  - ransomware

🛡️ LSTM Ransomware Detection System

An advanced AI-powered ransomware detection system using Long Short-Term Memory (LSTM) neural networks.

🎯 Model Performance

• Accuracy: 97.81%
• Precision: 97.51%
• Recall: 97.44%
• F1-Score: 97.47%

🔧 Features

• Real-time PE file analysis
• Advanced LSTM-based classification
• Interactive web interface
• Confidence scoring and risk assessment
• Feature visualization

📊 Technical Details

• Architecture: Multi-layer LSTM with dropout regularization
• Training Data: 62,000+ real-world PE samples
• Features: 15 PE structural and behavioral characteristics
• Framework: TensorFlow/Keras + Gradio

Upload a Windows executable or DLL file to test the detection capabilities!