Sumários

Neural Networks - II

18 Dezembro 2024, 09:30 • André Maria da Silva Dias Moitinho de Almeida

Computational exercises on Neural Networks

Epilogue

18 Dezembro 2024, 08:30 • André Maria da Silva Dias Moitinho de Almeida

  • Hands-on resources for further study and practice
  • Pointers to some recommended methods left behind 
  • Some data sources and recommendation on data treatment for final project
  • Requirements and recommendations for final project

Neural networks - III

17 Dezembro 2024, 14:00 • André Maria da Silva Dias Moitinho de Almeida

  • Network tuning
  • Examples of other network architectures:
    • Radial Basis Network (RBF)
    • Recurrent Neural Network (RNN)
    • Autoencoders
  • In detail: Convolutional Neural Networks (CNN)

Neural Networks - I

11 Dezembro 2024, 09:30 • André Maria da Silva Dias Moitinho de Almeida

Computational exercises on Neural Networks

Neural networks - II

11 Dezembro 2024, 08:30 • André Maria da Silva Dias Moitinho de Almeida

  • Neural network layers and deep learning
  • Training a neural network
    • Backpropagation
    • Dropout learning
    • Data augmentation