Sumários

Support vector machines and neural networks

11 Dezembro 2025, 09:00 Sara C. Madeira

- Notebook with examples of Support Vector Machines and the kernel trick in scikit-learn.

- Notebook with examples of perceptron and multilayer neural network in scikit-learn.


Support vector machines and neural networks

9 Dezembro 2025, 16:30 Helena Aidos

- Notebook with examples of Support Vector Machines and the kernel trick in scikit-learn.

- Notebook with examples of perceptron and multilayer neural network in scikit-learn.


Support vector machines and neural networks

9 Dezembro 2025, 15:00 Sara C. Madeira

- Notebook with examples of Support Vector Machines and the kernel trick in scikit-learn.

- Notebook with examples of perceptron and multilayer neural network in scikit-learn.


Support vector machines and neural networks

9 Dezembro 2025, 15:00 Helena Aidos

- Notebook with examples of Support Vector Machines and the kernel trick in scikit-learn.

- Notebook with examples of perceptron and multilayer neural network in scikit-learn.


T12 - LINEAR MODELS III: Recap SVM + Perceptron (and Neural Networks)

9 Dezembro 2025, 13:00 Sara C. Madeira

Recap SVM.
Perceptron (and Neural Networks): Perceptron model, training a Perceptron for linear regression and classification (detailed algorithm focusing error backpropagation and weight update).
Introduction to neural networks (historical perspective and overview of different types of networks).
Multi-layer perceptrons (feed-forward neural networks).