Sad Tux - Windows bias detected
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

Detected Bias Types
windows_first
windows_tools
missing_linux_example
Summary
The documentation shows moderate Windows bias. Windows-specific tools and scenarios (such as SysPrep, SIDs, PsGetSid, and endpoint management with Microsoft Configuration Manager) are discussed in detail, while Linux equivalents are not mentioned. Some VM sizes are marked as '(Windows only)' for GPU visualization, but there is no guidance for Linux visualization or endpoint management. The only explicit Linux mention is the Data Science VM for Linux, but no Linux-specific management or tooling examples are provided.
Recommendations
  • Add Linux endpoint management guidance, including how to handle unique identifiers and recommended tools for Linux VMs.
  • Provide Linux-specific examples for VM image preparation (e.g., using cloud-init, waagent, or other Linux image generalization techniques).
  • For GPU visualization, clarify Linux support and provide Linux configuration steps or alternatives.
  • Mention Linux-compatible content filtering solutions and how to automate their deployment.
  • Balance references to Windows tools (SysPrep, PsGetSid, Configuration Manager) with Linux equivalents (e.g., machine-id, Ansible, etc.).
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased