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An Easy Guide For Machine Learning Model Interpretation
- Part 1 - The Importance of Human Interpretable Machine Learning': which covers the what and why of human-interpretable machine learning and the need and importance of model interpretation along with its scope and criteria
- Part 2 -Model Interpretation Strategies' which covers the how of human-interpretable machine learning where we look at essential concepts pertaining to major strategies for model interpretation.
- Feature Importances
- Partial Dependence Plots
- Model Prediction Explanations with Local Interpretation
- Building Interpretable Models with Surrogate Tree-based Models
- Model Prediction Explanation with SHAP values
- Dependence & Interaction Plots with SHAP