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 examples for Bash (Linux/macOS), PowerShell, and Cmd, but there are several indications of Windows bias. Windows-specific tools and patterns (like 'py' launcher, registry edits, and long path issues) are mentioned prominently, sometimes before or in more detail than their Linux equivalents. Troubleshooting tips focus on Windows-specific errors, and some commands (e.g., activating virtual environments) use Windows-first or Windows-specific syntax. Linux troubleshooting is minimal or absent.

Recommendations

Ensure that Linux/macOS commands and troubleshooting steps are given equal prominence and detail as Windows examples.
When mentioning issues like long path errors, also include common Linux/macOS installation issues (e.g., permissions, missing packages, or path length limits on certain filesystems).
In prerequisite checks, mention both Linux/macOS and Windows commands together, or list Linux/macOS first in some sections to balance the order.
Provide Linux/macOS-specific troubleshooting tips, such as dealing with missing dependencies, permissions, or virtual environment activation issues.
Where Windows registry edits are mentioned, clarify that these are Windows-only and suggest analogous checks or solutions for Linux/macOS if applicable.
Review all code tabs to ensure that Bash (Linux/macOS) is always present and accurate, and that it is not treated as secondary to Windows shells.

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Scan History

Date	Scan	Status	Result
2026-01-14 00:00	#250	in_progress	Biased
2026-01-13 00:00	#246	completed	Biased
2026-01-12 00:00	#243	cancelled	Biased
2026-01-11 00:00	#240	completed	Biased
2026-01-10 00:00	#237	completed	Biased
2026-01-09 00:34	#234	completed	Biased
2026-01-08 00:53	#231	completed	Biased
2026-01-06 18:15	#225	cancelled	Clean
2025-08-17 00:01	#83	cancelled	Clean
2025-07-13 21:37	#48	completed	Clean
2025-07-09 13:09	#3	cancelled	Clean
2025-07-08 04:23	#2	cancelled	Biased

Flagged Code Snippets

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

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

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

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

    py -m http.server

    py -m http.server