Hey Resuly, looking at this just now, I can see why this is confusing, I'll see how to word this better later on.
Anyway, what the text is trying to say is that:
target_value = observed_value and,
observed_value = actual_value + Error
Further, the error is normally distributed.
If you step back and don't look and this from a mathematical perspective, the thing to realize is that in real world experiments all you have are your observed_values which have some margin of error, those observed_values become your features and targets.
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