I just hate teamviewer, always seems to change the password, perhaps its just me.  On Ipad I use Microsoft RD Client  app,  this is extremely fast, reliable and easy to use, since it uses the the built-in Remote Desktop Connection on your PC.   Teamviewer needs to be installed on both the PC and your tablet and I think its really designed for multiple connections hence "Team" viewer.