Yes. The prebuilt binaries can be used with GPUs that support CUDA 8.0 and have compute capability 3.5 or 5.2. The package is now in PyPI, so you can install the latest version with `pip install tensorflow-gpu`.
There's a link around here somewhere to an article that tells you. ;)