Sumários
Combining Different Models for Ensemble Learning
2 Maio 2025, 14:30 • Manuel Lameiras de Figueiredo Campagnolo
(May 2, 2025): random forest, gradient boosting, variable importance
https://github.com/isa-ulisboa/greends-pml
Evaluation metrics
4 Abril 2025, 14:30 • Manuel Lameiras de Figueiredo Campagnolo
(Apr 4, 2025): confusion matrix, precision, recall, F1-score, ROC curve, AUC
https://github.com/isa-ulisboa/greends-pml
Model Evaluation and hyper-parameter Tuning
28 Março 2025, 14:30 • Manuel Lameiras de Figueiredo Campagnolo
(Mar 28, 2025): cross-validation, strata and groups, grid-search
https://github.com/isa-ulisboa/greends-pml
Data preprocessing
21 Março 2025, 14:30 • Manuel Lameiras de Figueiredo Campagnolo
(Mar 21, 2025): pipelines, missing data, categorical features, scaling, train and test
https://github.com/isa-ulisboa/greends-pml
Decision trees
14 Março 2025, 14:30 • Manuel Lameiras de Figueiredo Campagnolo
(Mar 14, 2025): entropy, over-fitting, train and development
https://github.com/isa-ulisboa/greends-pml