I came across the concept of Root Mean Square Error (RMSE) two days ago at     work, while investigating 3-D localization using     Google Cartographer . I was familiar with the difference between RMSE and standard deviation     previously, but at work I seemed to have gotten them mixed up (again). Like     various other concepts that I frequently learned to forget, I figured I     should write it down somewhere in case I need a quick refresher, hence this     post.                To get started, let's begin with their similarities. The standard deviation,     generally represented by the Greek lowercase sigma letter $\sigma$, and the     RMSE are similar mathematically: they are both metrics to     measure the variance of a variable from a reference . Put simply, they     tell you how much a variable you are measuring/estimating 1      vary from a reference. For example, if you get a high value in $\sigma$ or     RMSE, you know that the variable that you are measuring/esti...
Untitled, for now.
An account of my learning experience.