Abdul Ezedi is believed to have thrown a corrosive liquid over the 31-year-old mum in front of her daughters in Lessar Avenue.
Police are yet to locate the 35-year-old, who has links to Newcastle.
Met Police Commander Jon Savell is leading the investigation.