Yasmeen was born to Pakistani Moin Ghauri and German Linda Ghauri. While her father was an imam, a Muslim cleric for the Islamic Community of Quebec (ICQ), her mother was opposed of her pursuing modelling as a career. Early on in her life, Yasmeen had a troublesome childhood and was tormented by her classmates at school. This led her disociate from children from her age group and she joined older children in her neighbourhood. Her strict religious upbringing had led her to fall into a state of self-doubt. Yasmeen was reportedly working at a McDonalds restaurant at the age of 17 when she got noticed by Edward Zacharia, artistic director of the Platine Coiffure, a hair-salon in Montreal. She was walking outside the salon when Edward caught sight of her and brought her in to Joseph Del Tortoon, the owner of the salon. He had been working with models for the past 12 years and knew instantly Yasmeen could be one of the very best. Standing at a height of 5 ft 10 inches with her exquisite looks and slender curvy frame, she had what it takes to be a model but on that particular day she was having a bad hair day. Del Tortoon describes her appearance as being 'messy'.
At the restaurant where she worked, she would often turn up dressed in black from head to toe and was recently named the Employee of the Month. People would usually cite her as one with a rebellious nature, her brown hair was dyed black and her toe-nails polished black as well. Zacharia and Del Tortoon soon transformed her into a fashion-smart teenage urbanite. They told her to join an agency in Montreal where her modelling career took off. Zacharia even went to arrange photo shoots for Yasmeen to appear on some postcards, some of which featured her topless with her hands covering her breasts at the corner of St Lawrence Boulevard, Montreal. The postcards were never distributed because her father disapproved of them. There was a shift in the mentality of the people in the fashion industry and where once the all-American models were the only contenders, more ethnic inclusions to the catwalk were more than welcome. Yasmeen's coffee-coloured skin, brown silky hair and brown eyes were a perfect fit. She would henceforth be called an "exotic" beauty, something Yasmeen would humbly not want to associate with her name. Yasmeen met Carol Bernardi six weeks after she was discovered who found her work at local shows in Montreal and who later introduced her to managers of the New York-based Next Management Co.