Please read the first part of section 2.2.3, ending after the proof of Theorem 2.2.14 Linearity of Conditional Expectations in Foundations of Agnostic Statistics.
- Pages 67 - 69
- The first half of the section titled Conditional Expectations and Conditional Expectation Functions