Make sure to use long screws with big enough thread to bite into the wood. Like Mike says, do NOT use nails.
If the machine starts to pivot and the vertical member of the T is pushed to the side, nails or weak screws will pull loose due to the leverage applied. Angled supports from the vertical to the horizontal would make this much more stable, but also more difficult to build.