Machine Learning Pytorch - Document Details

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This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

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Bias Analysis

Detected Bias Types

windows_first

powershell_heavy

windows_tools

missing_linux_example

Summary

The documentation provides cross-platform instructions, but there is a subtle Windows bias. Windows-specific tools and patterns (such as 'py' launcher, registry edits, and PowerShell/Cmd examples) are mentioned or prioritized. Linux instructions are present but sometimes secondary or less detailed. Troubleshooting tips focus on Windows-specific issues, and the order of examples often lists Windows shells before bash.

Recommendations

Ensure that bash/Linux instructions are always presented first or equally alongside Windows examples, especially in code tabs and command listings.
Provide Linux/macOS-specific troubleshooting tips (e.g., permissions, path issues) alongside Windows-specific ones.
Avoid referencing Windows-only tools (like the 'py' launcher or registry edits) without Linux/macOS equivalents or explanations.
When mentioning editors or tools (e.g., Visual Studio Code), clarify their cross-platform availability.
Balance the depth of instructions and troubleshooting for all platforms, not just Windows.
Explicitly state when a command or step differs between platforms, and provide clear alternatives for each.

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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\labels.txt classify

cd start
py -m venv .venv
.venv\scripts\activate

    copy ..\resources\predict.py classify
    copy ..\resources\labels.txt classify

    py -m http.server

cd start
py -m venv .venv
.venv\scripts\activate

    py -m http.server