Document Details
Concepts Model Discovery
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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_tools
⚠️
missing_linux_example
⚠️
windows_first
Summary:
The documentation page demonstrates a bias towards Windows environments and tooling. It references only .NET/NuGet-based tools (ModelsRepositoryClient in C#), provides code samples exclusively in C#, and does not mention or provide examples for Linux-native tools, cross-platform SDKs, or command-line alternatives. There are no Linux shell, Python, or REST API examples, and no mention of how to use these features on Linux or macOS. The focus on NuGet and C# implicitly prioritizes Windows development environments.
Recommendations:
- Add equivalent code samples in cross-platform languages such as Python, JavaScript, or Java, using their respective Azure SDKs.
- Provide REST API usage examples (e.g., using curl or HTTPie) to demonstrate platform-agnostic access.
- Mention and demonstrate how to install and use the Azure CLI or Azure SDKs on Linux/macOS, including package installation instructions.
- Include shell script examples for retrieving models or interacting with IoT Hub, where applicable.
- Reorganize sections to present cross-platform or platform-neutral approaches before Windows/.NET-specific ones.
- Reference package managers and tools common on Linux (e.g., pip for Python, npm for Node.js) alongside NuGet.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-08-27 00:01 | #93 | in_progress | ✅ Clean |
| 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 |
| 2025-07-09 13:09 | #3 | cancelled | ✅ Clean |
| 2025-07-08 04:23 | #2 | cancelled | ❌ Biased |