Sumários
Neural networks - III
16 Dezembro 2025, 14:00 • André Maria da Silva Dias Moitinho de Almeida
- In detail: Convolutional Neural Networks (cont)
- More examples of other network architectures:
- Autoencoders
- Variational autoencoders
- Final considerations: Know your data
Neural Networks
10 Dezembro 2025, 09:30 • André Maria da Silva Dias Moitinho de Almeida
Neural networks - II
10 Dezembro 2025, 08:30 • André Maria da Silva Dias Moitinho de Almeida
- Training a neural network (cont)
- Data augmentation
- Network tuning
- Examples of other network architectures:
- Radial Basis Network (RBF)
- Recurrent Neural Network (RNN)
- In detail: Convolutional Neural Networks (CNN)
Neural networks - I
9 Dezembro 2025, 14:00 • André Maria da Silva Dias Moitinho de Almeida
- Neural networks: biological inspiration.
- Overview:
- General purpose neural networks for supervised learning
- Neural networks designed specifically for image processing (e.g. Convolutional Neural Networks - CNNs)
- Neural networks for sequential data (e.g. Recurrent Neural Networks - RNNs)
- Neural networks for unsupervised learning (e.g. Self Organising Maps - SOM; and Autoencoders)
- Artificial Neurons: signal, weights, biases, activation functions
- Activation Functions
- Neural network layers and deep learning
- Training a neural network
- Backpropagation
- Dropout learning
Classification - II
3 Dezembro 2025, 09:30 • André Maria da Silva Dias Moitinho de Almeida