Summary

In this chapter, you learned about deep learning modeling with FCNNs. We practiced using PyTorch with a simple deep learning model to help you start performing deep learning modeling using PyTorch if you haven’t had that experience already. You also learned about the important hyperparameters of FCNNs, tools for model interpretability and fairness that you can use in deep learning settings, and PyTorch Lightning as an open source high-level framework to simplify deep learning modeling for you. You are now ready to learn more about PyTorch, PyTorch Lightning, and deep learning and start benefitting from them in your problems.

In the next chapter, you will learn about other more advanced types of deep learning models, including the convolutional neural network, transformer, and graph convolutional network models.