Statistical Thinking for Data Science

A probability distribution describes how likely each outcome of a random variable is. The normal distribution appears whenever many small, independent effects add together.

The mean locates the centre of a distribution; the standard deviation describes its spread.

Plot your data before choosing a model. Skewed data rarely benefits from being forced into a normal shape.