One die has two faces marked $1$, two faces marked $2$, one face marked $3$ and one face marked $4$. Another die has one face marked $1$, two faces marked $2$, two faces marked $3$ and one face marked $4$. The probability of getting the sum of numbers to be $4$ or $5$, when both the dice are thrown together, is: