Properties
authors	Simon J.D. Prince
year	2023
url	https://udlbook.github.io/udlbook/

Chapter 20: Why does deep learning work?

Contents

• 20.1 The case against deep learning
• 20.2 Factors that influence fitting performance
• 20.3 Properties of loss functions
• 20.4 Factors that determine generalization
• 20.5 Do we need so many parameters?
• 20.6 Do networks have to be deep?
• 20.7 Summary