For iOS this is only possible with the iPad by adding the "controls" attribute. iPod and iPhone always open in their own player.
More
from the lion's mouth
---edit
add the attribute webkit-playsinline
eg: <video id="player" width="480" height="320" webkit-playsinline>
and it should play inline on all iOS devices