Data Augmentation for Regression ANN with low Sample Size

Question

There is a Dataset of 65 tuples. 
I want to Augment new Data from this set and validate my ANN on the original Data.
Is there a possibility, that my ANN already overfits on the augmentet Data. For example that the augmentation Is simulated by the ANN, and how does one prevent this ?

Mikhail Berlinkov · Answer

In theory it's possible, everything depends on your data, the model you're training and how you're going to augment your training data.

Data Augmentation for Regression ANN with low Sample Size

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