3 Commits

Author	SHA1	Message	Date
marco370	b88377e2d5	Adapt ML model to new database schema and automate training ... Adjusts SQL queries and feature extraction to accommodate changes in the network_logs database schema, enabling automatic weekly retraining of the ML hybrid detector. Replit-Commit-Author: Agent Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528 Replit-Commit-Checkpoint-Type: intermediate_checkpoint Replit-Commit-Event-Id: f4fdd53b-f433-44d9-9f0f-63616a9eeec1 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 18:14:43 +00:00
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. Replit-Commit-Author: Agent Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528 Replit-Commit-Checkpoint-Type: intermediate_checkpoint Replit-Commit-Event-Id: 9c7ad6b8-3e9d-41fe-83f7-6b2a48f8ff44 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 16:25:40 +00:00
marco370	932931457e	Add a hybrid machine learning detection system ... Add a new ML hybrid detector module with Extended Isolation Forest, feature selection, and an ensemble classifier, along with updated Python dependencies. Replit-Commit-Author: Agent Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528 Replit-Commit-Checkpoint-Type: intermediate_checkpoint Replit-Commit-Event-Id: 8b74011c-0e9a-4433-b9a1-896e65cb4ae1 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 15:53:05 +00:00