Document Details
Api Tutorial
❌
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
Bias Types:
⚠️
windows_first
⚠️
missing_linux_example
⚠️
windows_tools
Summary:
The documentation exhibits a Windows bias by recommending Windows-centric tools and environments (Azure Machine Learning VM, Visual Studio Code) as primary options, and by relying on the Azure CLI for authentication without mentioning cross-platform or Linux-specific alternatives. There are no explicit Linux or macOS setup instructions, and no mention of Linux-native authentication methods or terminal usage, despite the tutorial being Jupyter/Python-based and thus inherently cross-platform.
Recommendations:
- Explicitly mention that the tutorial works on Linux and macOS, not just Windows.
- Provide example instructions for installing and using Azure CLI on Linux and macOS.
- Include alternative authentication options (such as Azure Identity's DefaultAzureCredential, device code login, or environment variables) that work well on all platforms.
- Suggest Linux-friendly environments (e.g., JupyterLab on Ubuntu, Anaconda, or cloud-based Jupyter services) alongside Windows tools.
- Clarify that Visual Studio Code and Jupyter Notebooks are available on Linux and macOS, and provide links or setup steps for those platforms.
- Add troubleshooting tips for common Linux/macOS issues (e.g., permissions, package installation).
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-08-17 00:01 | #83 | in_progress | ✅ Clean |
| 2025-07-13 21:37 | #48 | completed | ❌ Biased |
| 2025-07-12 23:44 | #41 | in_progress | ❌ Biased |