What is Concept drift, covariate shift?

Concept drift is a change over time in the conditional distribution of the target given the features, $\P_t(y\mid x)$: the relation the model learned stops holding. Covariate shift is a change in the distribution of the features, $\P_t(x)$, with $\P(y\mid x)$ unchanged.