No, they aren't synonyms.
Conception means the beginning of something : either when a baby is conceived inside its mother, or when people first begin to develop an invention, a product or a project.
A concept is an idea or a theory.
Is this not the same difference as in Italian? Between 'concezione' and 'concetto'?