○ Time: 2 weeks
○ Tools Required: LIME, SHAP (within Azure AI Studio)
○ Steps:
1. Install and configure explainability tools (LIME and SHAP) in the Azure environment.
2. Apply these tools on trained models to interpret their predictions.
3. Document interpretations and insights provided by LIME and SHAP.
○ Documentation:
§ Installation and configuration guides for LIME and SHAP.
§ Examples and case studies demonstrating model interpretation.
○ Major Milestone: Model interpretation using LIME and SHAP completed.
○ GitHub Issue:
Implement Model Interpretation with LIME and SHAP
Description: Use LIME and SHAP to interpret machine learning model predictions.
Tasks:
Install and configure LIME and SHAP.
Apply these tools to interpret the trained models.
Document interpretations and insights.
Milestone: Model interpretation using LIME and SHAP completed.
Implement Model Interpretation with LIME and SHAP
Description: Use LIME and SHAP to interpret machine learning model predictions. Tasks: