Machine Learning Pytorch - Document Details

Bias Analysis

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.

Create pull request

Date	Scan ID	Status	Bias Status
2025-08-17 00:01	#83	in_progress	✅ Clean
2025-07-13 21:37	#48	completed	✅ Clean
2025-07-09 13:09	#3	cancelled	✅ Clean
2025-07-08 04:23	#2	cancelled	❌ Biased

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