E(Y=1|X)=Pr(Y=1|X) for classification problem

Question

For classification problem, say $Y$ has just two value 0,1. Then in ISL, we have the formula E(Y=1|X)=Pr(Y=1|X), I am confused about this formula, since I don\'t know how to