Solved by ptrblck in post #6 
              
              
                I think the value ranges might be a problem in your use case. 
Since your model trains fine using random (normalized) data, I would suggest to normalize the input data and run the training again. 
Also, if that doesn’t help, you could normalize the output additionally and de-normalize it for predict…