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Code repository for the online course [ Machine Learning Interpretability] ( https://www.trainindata.com/p/machine-learning-interpretability )
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- ** Coming soon! **
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+ ** Course launch: 30th November, 2023 **
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Actively maintained.
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@@ -31,16 +31,23 @@ Actively maintained.
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3 . ** Post-hoc methods - Global explainability**
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1. Permutation Feature Importance
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- 2. EXPLAIN: hiding features
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- 3. Partial dependency plots
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- 4. Other
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+ 2. Partial dependency plots
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+ 3. Accumulated local effects
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4 . ** Post-hoc methods - Local explainability**
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1. LIME
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2. SHAP
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3. Individual contitional expectation
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- 4. Other
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+ 5 . ** Featuring the followning Python interpretability libraries**
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+ 1. Scikit-learn
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+ 2. treeinterpreter
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+ 3. Eli5
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+ 4. Dalex
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+ 5. Alibi
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+ 6. pdpbox
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+ 7. Lime
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+ 8. Shap
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## Links
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