Data Augmentation for Regression ANN with low Sample Size 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 ?
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.