Solved by Fewen in post #5 
              
              
                Thanks for the help! 
I guess there was a problem with my Anaconda version and the fastAi library together with windows. 
I solved it by buying a new ssd where I installed the new ubuntu 20.04 and it worked first try with batch size of 4.