Answer¶
Note that \(E[X|Y]\) is a function of \(y\).
\[
\begin{aligned}
E[E[X|Y]] &= \sum_{y} E[X|Y] p_Y(y)\newline
&= \sum_{y} \sum_{x} xp_{X|Y}p_{Y}\newline
&= \sum_{y}\sum_{x} xp_{X,Y}(x,y)\newline
&= \sum_{x}x\sum_{y}p_{X,Y}(x,y)\newline
&= \sum_{x} x p_{X}(x)\newline
&= E[X]
\end{aligned}
\]