Sumários
Project
16 Dezembro 2024, 16:30 • Helena Aidos
- Support for the Course Project. Q&A from students.
- Exercises
Explainability in Python
10 Dezembro 2024, 13:00 • Helena Aidos
- Mean decrease in impurity
- Permutation feature importance- SHapley Additive exPlanations (SHAP)
Explainability in Python
9 Dezembro 2024, 18:30 • Helena Aidos
- Mean decrease in impurity
- Permutation feature importance- SHapley Additive exPlanations (SHAP)
Explainable machine learning
9 Dezembro 2024, 16:30 • Helena Aidos
- Interpretable models: linear regression, decision trees, random forest
- Permutation feature importance
- Local surrogate models (LIME)
- Shapley values and SHapley Additiva exPlanations (SHAP)