Methods and principles of building "computer systems that automatically improve with experience."

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Translating machine learning problem into regression framework

Suppose I have a panel of explanatory variables $X_{it}$, for $i = 1 ... N$, $t = 1 ... T$, as well as a vector of binary outcome dependent variables $Y_{iT}$. So $Y$ is only observed at the final ...