There doesn't seem to be a way to change passwords, unless I'm missing it.
You should be able to click profile in the top menu, then password in the second menu.
Was that there before, or am I blind?
Also, there's a bug: the "password" button is only visible when the "introduction" button is clicked. If you click a different button (e.g. "settings"), the "password" button disappears.