Design and implement a complete pipeline that ingests web server access logs, parses and normalizes requests, tokenizes them for a transformer model, trains the model on benign traffic, and deploys real-time, non‑blocking anomaly detection integrated with Apache/Nginx. The system also includes automated incremental retraining on new benign data and a live demonstration using supplied sample web applications.
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