Seminar 2. DeepONet

3 Types of Errors

• Approximation: the expressivity of the model.
• Optimization: how good the parameters are?
• Generalization: how good can the trained model match new samples?

Universal Approximation Theorem can only guarantee a low approx. err. Moreover, it only proves the existence of the optimal approximation without giving an approach to it.