Functions Machine Learning Tensorflow

Bias Analysis

Bias Types:

⚠️ windows_first

⚠️ powershell_heavy

⚠️ windows_tools

Summary:

The documentation provides both Linux/macOS (bash) and Windows (PowerShell, Cmd) instructions for most steps, but Windows-specific tools and patterns are often mentioned first or in more detail. There are several places where Windows command patterns (such as 'py' launcher and registry edits) are emphasized, and troubleshooting advice is Windows-centric. The PowerShell and Cmd tabs are always present, sometimes before bash, and Windows-specific issues (like long path errors and registry changes) are discussed in depth, while Linux troubleshooting is minimal.

Recommendations:

Ensure that bash (Linux/macOS) instructions are presented first or at least equally with Windows instructions.
Provide Linux/macOS-specific troubleshooting advice where Windows-specific advice is given (e.g., discuss common Linux pip/venv issues, permissions, or path problems).
When mentioning tools like the 'py' launcher or registry edits, offer equivalent Linux/macOS context or explicitly state that these are Windows-only concerns.
Balance the depth of troubleshooting guidance for both platforms, including common Linux/macOS errors and their resolutions.
Where possible, use cross-platform commands or highlight differences clearly, rather than defaulting to Windows-first patterns.

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

Flagged Code Snippets

cd start py -3.7 -m venv .venv .venv\scripts\activate

copy ..\resources\model\* classify

copy ..\resources\predict.py classify

cd start py -3.7 -m venv .venv .venv\scripts\activate

# [PowerShell](#tab/powershell)

# [Cmd](#tab/cmd)

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Flagged Code Snippets