sd card format on yun

Uhmm it seems like the tutorial is missing one step: your sd card must have a folder "arduino" and inside this "arduino" folder there must be a "www" folder
Therefore the folder structure must be

SD Card
 - arduino
   - www

Can you double check your sd card folder structure?