Police are appealing for public assistance to help locate Fatima Muhumed.
Five warrants have been issued after the 37-year-old failed to appear at court in relation to handle stolen goods, possess a drug of dependence, resist police and other offences.
It is believed Muhumed may be frequenting the Carlton and Collingwood areas.
Investigators have released an image of Muhumed in the hope someone may have information on her current whereabouts.
Muhumed is African in appearance, 170cm tall with long black hair.
Anyone who sights Muhumed or has information on her whereabouts is urged to contact Crime Stoppers on 1800 333 000 or make a confidential report at www.crimestoppersvic.com.au.