Deep Learning with Python: Learn Best Practices of Deep Learning Models with PyTorch

© Nikhil Ketkar, Jojo Moolayil 2021

N. Ketkar, J. MoolayilDeep Learning with Pythonhttps://doi.org/10.1007/978-1-4842-5364-9_5

5. Training Deep Leaning Models

Nikhil Ketkar¹   and Jojo Moolayil²

(1)

Bangalore, Karnataka, India

(2)

Vancouver, BC, Canada

 

So far, we have leveraged toy datasets to provide an overview of the earliest implementations of deep learning models. In this chapter, we will explore a few additional important topics around deep learning and implement them in a practical example. We will delve into the specifics of model performance and study the details of overfitting and underfitting, hyperparameter tuning, and regularization. Finally, we will combine what we’ve discussed so far with a real dataset to illustrate a practical example ...