The explosions happened near shops selling spare parts for cars in the al-Sinak market, according to police quoted by Reuters news agency.
No group has claimed responsibility for the attack.
The Iraqi capital has been experiencing frequent militant attacks that mainly target crowded and public areas.
One bomb was triggered by a suicide attacker while the other was a planted explosive, an interior ministry official told Reuters.
There had been reports that both bombs were improvised explosive devices.