Document Details
Concepts Machine Learning
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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 toward Windows-centric tools and workflows. It mentions Azure SQL Server and Power BI (both traditionally Windows-focused), and Microsoft Teams, without referencing cross-platform or Linux-native alternatives. There are no examples or mentions of Linux-based tools or command-line workflows, and the documentation assumes familiarity with the Microsoft ecosystem.
Recommendations:
- Include examples or references to cross-platform or Linux-native tools for data storage and visualization, such as PostgreSQL, Grafana, or open-source alternatives.
- Clarify whether the architecture and services (e.g., Azure Databricks, Azure Functions) can be deployed and managed from Linux environments, and provide relevant command-line or scripting examples (e.g., Bash, CLI).
- Mention and link to documentation for using Azure services from Linux or non-Windows environments, including deployment and monitoring.
- Balance references to Microsoft tools (Power BI, Teams) with open standards or third-party integrations where possible.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-09-16 00:00 | #113 | completed | ✅ Clean |
| 2025-09-15 00:00 | #112 | completed | ✅ Clean |
| 2025-09-14 00:00 | #111 | completed | ✅ Clean |
| 2025-09-13 00:00 | #110 | completed | ✅ Clean |
| 2025-09-12 00:00 | #109 | completed | ✅ Clean |
| 2025-09-11 00:00 | #108 | completed | ✅ Clean |
| 2025-09-10 00:00 | #107 | completed | ✅ Clean |
| 2025-09-09 00:00 | #106 | completed | ✅ Clean |
| 2025-09-08 00:00 | #105 | completed | ✅ Clean |
| 2025-09-07 00:00 | #104 | completed | ✅ Clean |
| 2025-09-06 00:00 | #103 | completed | ✅ Clean |
| 2025-09-05 00:00 | #102 | completed | ✅ Clean |
| 2025-09-04 00:00 | #101 | completed | ✅ Clean |
| 2025-09-03 00:00 | #100 | completed | ✅ Clean |
| 2025-08-29 00:01 | #95 | completed | ✅ Clean |
| 2025-08-27 00:01 | #93 | in_progress | ✅ Clean |
| 2025-08-26 00:00 | #92 | in_progress | ✅ Clean |
| 2025-08-25 00:01 | #91 | in_progress | ✅ Clean |
| 2025-08-24 00:00 | #90 | in_progress | ✅ Clean |
| 2025-08-22 00:01 | #88 | completed | ✅ Clean |
| 2025-08-21 00:01 | #87 | in_progress | ✅ Clean |
| 2025-08-20 00:01 | #86 | completed | ✅ Clean |
| 2025-08-19 00:01 | #85 | completed | ✅ Clean |
| 2025-08-17 00:01 | #83 | in_progress | ❌ Biased |
| 2025-07-13 21:37 | #48 | completed | ❌ Biased |
| 2025-07-12 23:44 | #41 | in_progress | ❌ Biased |