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behavioral-analysis

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A complete machine-learning system that predicts AI assistant user satisfaction using behavioral signals such as device, usage category, time features, session metrics, and model metadata. Includes full ML pipeline, SHAP explainability, evaluation suite, and an interactive Streamlit analytics dashboard.

  • Updated Dec 5, 2025
  • Python

ML model training pipeline for the main Spyware Detector project. Dynamically serves updated models via GitHub Releases. Includes Dockerized training, automated CI/CD, and versioned artifacts (~97% accuracy). Educational project - not for production use.

  • Updated Mar 24, 2025
  • Python

Real-Time Suspicious Activity Detection through Behavioral Modeling leverages machine learning to identify anomalies by modeling normal user/system behavior. It enables real-time threat detection, fraud prevention, and security monitoring by detecting deviations from expected patterns.

  • Updated Aug 24, 2025
  • Python

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