virtualenv --system-site-packages ~/tensorflowXXX
Ubuntu/Linux 64-bit, GPU enabled, Python 2.7
$ export TF_BINARY_URL=https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow-0.11.0-cp27-none-linux_x86_64.whl
$ sudo pip install --upgrade $TF_BINARY_URL