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metadata
language: py
license: mit
tags:
  - anomaly-detection
  - security
  - api-protection

🛡️ Secure API Anomaly Detector

An Isolation Forest baseline model for detecting anomalous API access patterns (e.g., rate-limit bypass attempts, bulk scraping, credential brute forcing).

Model Details

  • Algorithm: Isolation Forest
  • Use Case: Identification of non-normal HTTP requests based on volume, entropy, and source reputation.
  • Input Features: [ip_reputation_score, request_frequency_hz, payload_entropy]