Learning means improving with experience at
some task.
Specifically, we want to improve over task $T$, with
respect to performance measure $P$, based on experience
$E$.
A computer program is said to learn from
experience $E$ with respect to some class of tasks $T$ and
performance measure $P$, if its performance at tasks in $T$,
as measured by $P$, improves with experience $E$.