The same as in English.
But in English, they use the same word between "tu / you" and "toi / you" .
But if you take a look on the other persons you'll see :
I / Me
You / You
He / Him - She / Her
We / Us
You / You
They / Them
So in this case, you will use the second column, just like in English.
Je / Moi
Tu / Toi
Il / Lui - Elle / Elle
Nous / Nous
Vous / Vous
Ils / Eux - Elles / Elles
Hope it will help :)