Document Details
Functions Machine Learning Tensorflow
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
powershell_heavy
windows_tools
Summary
The documentation provides cross-platform instructions, but there is a subtle Windows bias. In several places, Windows-specific tools and commands (PowerShell, Cmd, 'py' launcher) are mentioned before or more prominently than their Linux equivalents. Troubleshooting advice and environment setup tips are also Windows-centric, such as registry edits and path length issues. While bash/Linux instructions are present, Windows is often prioritized or receives more detailed guidance.
Recommendations
- Alternate the order of platform-specific tabs so that Linux/bash is sometimes listed first, or use alphabetical order.
- Provide equally detailed troubleshooting steps for Linux/macOS users, not just Windows (e.g., common pip/venv issues on Linux).
- When referencing the 'py' launcher or Windows registry, add equivalent Linux/macOS advice or explicitly state when a step is Windows-only.
- Ensure all platform-specific commands are presented with equal prominence and explanation.
- Consider a summary table of commands for all platforms at the start of each section to reinforce parity.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2025-07-12 23:44 | #41 | cancelled |
Biased
|
| 2025-07-12 00:58 | #8 | cancelled |
 Clean
|
| 2025-07-10 05:06 | #7 | processing |
Clean
|
Flagged Code Snippets
copy ..\resources\predict.py classify
copy ..\resources\predict.py classify
pip install --no-cache-dir -r requirements.txt
copy ..\resources\model\* classify
cd start py -3.7 -m venv .venv .venv\scripts\activate
cd start py -3.7 -m venv .venv .venv\scripts\activate
copy ..\resources\model\* classify
# [PowerShell](#tab/powershell)
# [Cmd](#tab/cmd)