Please read the last part of section 2.2.3, beginning on the bottom of page 71 through the end of the section in Foundations of Agnostic Statistics.
We can now state one of the most important theorems in this book: the Law of Iterated Expectations.
- Begin on the bottom of page 71 and end on 75
- Stop before section 2.2.4 Best Linear Predictors