3 Commits

Author	SHA1	Message	Date
marco370	9fe2532217	Add timestamp to synthetic data for accurate model testing ... Add a 'timestamp' column to the synthetic dataset generation in `python_ml/dataset_loader.py` to resolve a `KeyError` during model training and testing. Replit-Commit-Author: Agent Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528 Replit-Commit-Checkpoint-Type: intermediate_checkpoint Replit-Commit-Event-Id: 276a3bd4-aaee-40c9-acb7-027f23274a9f Replit-Commit-Screenshot-Url: https://storage.googleapis.com/screenshot-production-us-central1/449cf7c4-c97a-45ae-8234-e5c5b8d6a84f/7a657272-55ba-4a79-9a2e-f1ed9bc7a528/2lUhxO2	2025-11-24 17:52:16 +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 Replit-Commit-Checkpoint-Type: intermediate_checkpoint Replit-Commit-Event-Id: 5c4982f1-3d37-47da-9253-c04888f5ff64 Replit-Commit-Screenshot-Url: https://storage.googleapis.com/screenshot-production-us-central1/449cf7c4-c97a-45ae-8234-e5c5b8d6a84f/7a657272-55ba-4a79-9a2e-f1ed9bc7a528/2lUhxO2	2025-11-24 16:02:49 +00:00
marco370	350a0994bd	Add dataset loader and validation metrics modules ... Introduces `CICIDS2017Loader` for dataset handling and `ValidationMetrics` class for calculating performance metrics in Python. Replit-Commit-Author: Agent Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528 Replit-Commit-Checkpoint-Type: intermediate_checkpoint Replit-Commit-Event-Id: ad530f16-3a16-44a3-8fed-6c5d56775c77 Replit-Commit-Screenshot-Url: https://storage.googleapis.com/screenshot-production-us-central1/449cf7c4-c97a-45ae-8234-e5c5b8d6a84f/7a657272-55ba-4a79-9a2e-f1ed9bc7a528/F6DiMv4	2025-11-24 15:55:30 +00:00