This is documentation for an old release of Scikit-learn (version 1.4). Try the latest stable release (version 1.6) or development (unstable) versions.
Inspection¶
Examples related to the sklearn.inspection
module.
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Common pitfalls in the interpretation of coefficients of linear models
Common pitfalls in the interpretation of coefficients of linear models
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Failure of Machine Learning to infer causal effects
Failure of Machine Learning to infer causal effects
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Partial Dependence and Individual Conditional Expectation Plots
Partial Dependence and Individual Conditional Expectation Plots
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Permutation Importance vs Random Forest Feature Importance (MDI)
Permutation Importance vs Random Forest Feature Importance (MDI)
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Permutation Importance with Multicollinear or Correlated Features
Permutation Importance with Multicollinear or Correlated Features