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When you want to install a brand new Ubuntu 16.04 system. You could try to follow this guidance. Open Software & Updates and choose the fastest source. Update the system:

I summarized several cloud based GPU services: Name of services Specification Price (US$) AWS P2 instance p2.xLarge 0.9 / hour Azure NC6 1xK80 0.9 / hour Lambda GPU cloud 8x AWS P2 instances 0.