Can you explain? I thought the entire point of back-propagation was to differentiate and calculate the weights that are contributing more to the error and thus

Can you explain? I thought the entire point of back-propagation was to differentiate and calculate the weights that are contributing more to the error and thus will be "changed" more when you do GD.