EthicalML/xai

• highreadme#1

  Reposition the README's opening to emphasize ethical AI and bias mitigation

  原因：

  当前

  # XAI - An eXplainability toolbox for machine learning 
  
  XAI is a Machine Learning library that is designed with AI explainability in its core.

  复制粘贴的修复

  复制

  # XAI - An eXplainability toolbox for ethical machine learning, bias evaluation, and mitigation 
  
  XAI is a Machine Learning library designed for explainability, interpretability, and the evaluation and mitigation of biases in AI models, developed by The Institute for Ethical AI & ML.

  待办完成忽略
• mediumabout#2

  Update the repository description to include its ethical AI focus

  原因：

  当前

  XAI - An eXplainability toolbox for machine learning

  复制粘贴的修复

  复制

  XAI: An explainability toolbox for ethical machine learning, focused on bias evaluation and mitigation.

  待办完成忽略
• lowhomepage#3

  Change the homepage URL to point to the library's documentation

  原因：

  当前

  https://ethical.institute/principles.html#commitment-3

  复制粘贴的修复

  复制

  https://ethicalml.github.io/xai/index.html

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How can I interpret my machine learning model's predictions and understand its decision-making process?

  你：未被推荐
  AI 推荐顺序：

  1. SHAP
  2. LIME
  3. ELI5
  4. InterpretML
  5. Yellowbrick
  6. Dalex
  7. Skater

  AI 推荐了 7 个替代方案，却始终没点名 EthicalML/xai。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What tools help evaluate and mitigate bias in machine learning models for ethical AI?

  你：未被推荐
  AI 推荐顺序：

  1. IBM AI Fairness 360 (AIF360) (IBM/AIF360)
  2. Google's What-If Tool (WIT) (tensorflow/tensorboard)
  3. Microsoft Fairlearn (fairlearn/fairlearn)
  4. Aequitas (dssg/aequitas)
  5. Amazon SageMaker Clarify
  6. Fiddler AI Explainable Monitoring

  AI 推荐了 6 个替代方案，却始终没点名 EthicalML/xai。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of EthicalML/xai?

  pass
  ✓AI 明确点名了 EthicalML/xai

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts EthicalML/xai in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 EthicalML/xai

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo EthicalML/xai solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 EthicalML/xai

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？