Some models are more over-prone to overfitting than others. Why is it not enough to split a dataset into a training and testing dataset for neural networks and how can this issue be solved

Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
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1Some models are more over-prone to overfitting than others. Why is it not enough to split a dataset into a training and testing dataset for neural networks and how can this issue be solved?

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The model can overfit for the testing dataset, so we need to use a different kind of model

The model would take too long to train, so we have to split it into more datasets

The model can overfit for the testing dataset, so we need to validate it using multiple testing datasets

The model would take too long to train, so we need to use another method 

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