PlayStation save file transfer

So Ive been playing a few PS1 games on an emulator and using the "memory card" to save on the emulator. But Im thinking of getting a cheap PS2 and modding it so I can play them properly, as well as PS2 games. So is there a way to transfer my save files on my computer onto the memory card?

Possibly if you have a memor32, but not to my knowledge.