The slides are provided as a Keynote file and also a pdf that does not contain the animations. In this repository you can find the pdf version while the Keynote file with all the possible animations can be found in https://owncloud.iac.es/index.php/s/5TmMZzr7XNc04Lm
A notebook with some examples of simple regressions with neural networks and a classification can be found in the repository. They use the deep learning package PyTorch for the training. The notebook can also be found on Google Collab on https://bit.ly/2Kh35Kv.
You can experiment with the previous notebook to understand how simple neural networks can be defined in PyTorch and how they can be used to solve regression/classification problems.
Some interesting experiments:
- Modify the architectures by changing the number of neurons in the hidden layers.
- Change the activation functions and check how the results are modified.