Explainable Multi-Source Security Log Analysis Framework for Early Cyber Threat Detection

An explainable multi-source security log analysis framework for early cyber threat detection.

An explainable multi-source security log analysis framework for early cyber threat detection. It is offered as a reference project: a complete, worked example of how a system like this is designed, built and evaluated, so that a developer can study it, run it and learn from it.

It suits learners who want practical security experience: understanding the threat, building the defence or detector, testing it against realistic attacks and reporting the results.

The main parts are explanations of each result (feature importance or visual evidence), a realistic threat model, the detection or protection mechanism itself, testing against sample attacks, and reporting and alerting of findings. The reference build uses SHAP, Python, scikit-learn, Wireshark, and OpenSSL, with a clear project structure, setup instructions and sample data so that it can be run and extended.