Solved by Jona in post #3 
              
              
                Hi @ptrblck … 
I finally found de answer. When I create my training dataloader with shuffle=True, there is no harm in fitting the model. 
The problem came after, when using the same shuffled training dataloader for predictions which caused a disaster since the orders were altered, so those predictio…