Sumários

Neural Networks (cont.) (aula online)

6 Abril 2021, 09:30 Joao Paulo Carvalho

MLP: The Backpropagation algorithm; Hyperparameters; Implementation

Recurrent Neural Networks: Hopfield Nets


Lab 4

6 Abril 2021, 08:00 Joao Paulo Carvalho

Scikit tutorial


Neural Networks (aula online)

5 Abril 2021, 09:30 Joao Paulo Carvalho

Introduction to NN. The Perceptron. Multilayer Neural Networks: Inference; Learning.


Experimental Setup (aula online)

23 Março 2021, 09:30 Joao Paulo Carvalho

Evaluation and Validation: Error Measures; Confusion Matrix; Accuracy; Precision; Recall; Specificity; F-Score; ROC and AUC; Multiclass Metrics; Dataset Balance; Baselines.


Lab 3 (aula online)

23 Março 2021, 08:00 Joao Paulo Carvalho

Exercises with NumPy, Pandas and Matplotlib