some of the filters with newer values okay during the training phase you have some some generator and but for each epoch you replace some values randomly with the newer values most of the times doesn't work but sometimes is may be helpful for the generalization also when working with neural networks and this is this always help when you are working with neural networks when you have a filter a numerical filter with null values always create an additional feature which is just a boolean filter indicating if the corresponding value