Solved by ptrblck in post #2 
              
              
                You have a typo in forward (you are using foward), so you would need to fix this. 
Once this is done, remove the nn.Softmax, as nn.CrossEntropyLoss expects raw logits. 
PS: you can post code snippets by wrapping them into three backticks ```, which makes debugging these issues easier.  I’ve formatte…