Please read sections 2.2.0 and 2.2.1 in Foundations of Agnostic Statistics.
- Pages 59—62, stopping before Definition 2.2.5 - Correlation
- Sections titled Summary Features of Joint Distributions and the first half (roughly) of Covariance and Correlation