There are several cross-platform changes from the Piccadilly line to the District line. First one is at Acton Town (or Acton something) which is usually recommended if you are travelling on a weekday morning. I think Hammersmith is another (very last one before Earls Court). Earls Court change on the District line is a cross-platform affair. You will face stairs at Bayswater.