Efficient Basic Stats example

This HOWTO shows how to efficiently perform basic math/stats on SArray/SFrame
objects. The goal of this HOWTO is to limit implicit conversions to Python
lists as that conversion greatly reduces the efficiency of the operation.
`min`/`max`/`mean`/`std` might be even more efficiently done via `sketch_summary` (which does a single pass over the data).