In February 2017, Google announced the availability GPU-based VMs. I spun up a few of these instances, and ran some benchmarks. Along the way, I wrote down the steps taken to provision these VM instances, and install relevant drivers.
Update April 2019: Updated instructions to use instances with the Tesla T4 GPUs.