Since its not a full code I am not sure but from the error, it seems that in the end during full connection you have given 12 neurons instead of 10 that is why it is throwing that error because eurosat dataset has 10 classes therefore last layer i.e softmax layer will have 10 neurons. I hope this will you if not then ping me again.