marco/ids.alfacom.it
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3 Commits

Author SHA1 Message Date
marco370
16617aa0fa Improve model training by adding robust error handling and logging 
Add exception handling to the model training process to log failures and improve robustness.

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 2025-11-24 16:25:40 +00:00
marco370
8b16800bb6 Update system to use hybrid detector and improve validation accuracy 
Update main.py endpoints to use the hybrid detector and improve validation logic in train_hybrid.py by mapping detections using source_ip. Also, add synthetic source_ip to dataset_loader.py for both CICIDS2017 and synthetic datasets.

Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
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 2025-11-24 16:02:49 +00:00
marco370
4bc4bc5a31 Update backend API to support new hybrid ML detection system 
Introduce MLHybridDetector and update FastAPI app configuration to prioritize it, along with a new training script `train_hybrid.py`.

Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
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 2025-11-24 15:57:23 +00:00