Document Details
Bring Your Own Ml
❌
This page contains Windows bias
About This Page
This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.
Bias Analysis
Bias Types:
⚠️
windows_first
⚠️
missing_linux_example
⚠️
windows_tools
Summary:
The documentation demonstrates a Windows bias by focusing on Windows-specific data sources (e.g., Windows file share access logs), referencing Windows Security Events, and omitting equivalent Linux log sources or examples. The only log example provided is for Windows (Event ID 5140), and there are no instructions or templates for Linux audit logs or other non-Windows environments. Additionally, the documentation does not mention or provide examples for exporting or processing Linux-based logs, nor does it discuss Linux-specific tools or patterns.
Recommendations:
- Add examples and templates for Linux log sources, such as auditd or syslog, alongside the existing Windows examples.
- Include instructions for exporting Linux logs to Azure Blob Storage or Event Hub, possibly using common Linux tools (e.g., rsyslog, logrotate, or custom scripts).
- Provide sample data formats and notebooks for Linux-based security events, ensuring parity with the Windows-focused Anomalous Resource Access example.
- Mention both Windows and Linux log types in introductory and walkthrough sections to make it clear that the platform supports both.
- Where possible, generalize language to refer to 'operating system logs' or 'security events' rather than only Windows-specific terms.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-08-17 00:01 | #83 | in_progress | ✅ Clean |
| 2025-07-13 21:37 | #48 | completed | ✅ Clean |
| 2025-07-12 23:44 | #41 | in_progress | ❌ Biased |