marco370
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75d3bd56a1
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Simplify ML dependency to use standard Isolation Forest
Remove problematic Extended Isolation Forest dependency and leverage existing scikit-learn fallback for Python 3.11 compatibility.
Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
Replit-Commit-Checkpoint-Type: intermediate_checkpoint
Replit-Commit-Event-Id: 89ea874d-b572-40ad-9ac7-0c77d2b7d08d
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2025-11-24 17:44:11 +00:00 |
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marco370
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132a667b2a
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Update ML dependency installation script for improved build isolation
Refactor deployment script and documentation to correctly handle build isolation for ML dependencies, specifically `eif`, by leveraging environment variables and sequential installation steps.
Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
Replit-Commit-Checkpoint-Type: full_checkpoint
Replit-Commit-Event-Id: 7a4bce6a-9957-4807-aa16-ce07daafe00f
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2025-11-24 17:35:40 +00:00 |
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marco370
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102113e950
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Improve ML dependency installation script for robust deployment
Update deployment script to correctly activate virtual environment, install Cython and numpy as build dependencies before eif, and ensure sequential installation for the ML hybrid detector.
Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
Replit-Commit-Checkpoint-Type: full_checkpoint
Replit-Commit-Event-Id: 8b4c76c7-3a42-4713-8396-40f5db530225
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2025-11-24 17:02:15 +00:00 |
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marco370
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b78f03392a
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Update deployment process to handle machine learning dependencies
Create a dedicated script to install machine learning dependencies in the correct order, ensuring Cython is installed before packages that require it for compilation, and update documentation accordingly.
Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
Replit-Commit-Checkpoint-Type: full_checkpoint
Replit-Commit-Event-Id: aa7dc534-7330-4bd4-b726-d6eeb29008af
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2025-11-24 16:38:41 +00:00 |
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marco370
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783d28f571
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Add a hybrid machine learning system to reduce false positives
Add a new hybrid ML detector system using Extended Isolation Forest and feature selection to reduce false positives. Documented with a deployment checklist and updated API performance notes.
Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
Replit-Commit-Checkpoint-Type: full_checkpoint
Replit-Commit-Event-Id: 80860ac4-8fe9-479b-b8fb-cb4c6804a667
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2025-11-24 16:06:29 +00:00 |
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