Sumários

Exercises on mixture models

14 Março 2022, 18:30 Helena Aidos

Comparison of AdaBoost with different number of experts.

Implementation of a Weighted Average Ensemble System in Python.


Ensemble machines

14 Março 2022, 16:30 Luís Miguel Parreira e Correia

Static ensembles:
- bagging - random forests
- boosting - filtering, AdaBoost, XGBoost
Dynamic ensembles
Regularisation


Exercises with SVMs

8 Março 2022, 14:00 Helena Aidos

Exercises with support vector machines (SVMs)


Exercises with SVMs

7 Março 2022, 18:30 Helena Aidos

Exercises with support vector machines (SVMs)


Kernel machines

7 Março 2022, 16:30 Luís Miguel Parreira e Correia

Kernels
Kernel trick
SVMs
Curse of dimensionality