Well TenseOstrich47 you can certainly add any metadata to the model itself at training time (or as a post-training job if the model is not published). I'm actually doing a couple of videos on this on the ClearSHOW, tomorrow's episode should explain this approach and there will be examples next week. DM me here if you want to know more.
I think there is more complexity to what I am trying to achieve, but this will be a good start. Thanks!
I will need to log data set ID, transformer (not the NN architecture, just a data transformer), the model (with all hyperparameters & metadata) etc. and how all things link