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I understand that using cross validation we can validate our model, but it is also possible that maybe our model is underfitting; hence, providing wrong results. One possibility that I can think of

machine learning - How to know if model is overfitting or

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K-Fold Cross Validation Technique and its Essentials

K-Fold Cross Validation Technique and its Essentials

What Are Overfitting and Underfitting?, by Dooinn KIm

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Underfitting and Overfitting in Machine Learning

Underfitting and Overfitting in Machine Learning

Use Early Stopping to Halt the Training of Neural Networks At the