Not really. Just like in French or Spanish, you just have to know.

A helpful clue is when the noun ends in ă (fată, ciocolată, masă), it is usually feminine.

For Romanians, the easiest way to find out what gender does a noun have is to count ("un, doi" for masculine; "o, două" for feminine; "un, două" for neutral)