Foundations of Agnostic Statistics

Please read sections 3.2, and the first half of 3.2.1 in Foundations of Agnostic Statistics.

Pages 96—98, ending before Theorem 3.2.5 Chebyshev's Inequality for the Sample Mean.
Sections titled Estimation and Sample Means