I'm doing some machine learning where I have lots of data and through optimization I'm trying to learn the weights for the model.
I'd like to check that my learning actually works correctly. For that I can create a set of known weights. My question is from these weights, how can I create synthetic data? On this data I can perform the training and check if the weights in the end are the same as the weights I created.