Bilyana was born in Sofia, Bulgaria and immigrated to the United States with her parents as a young child. She grew up in NYC and studied fine art photography first at Fiorello H. LaGuardia High School of Art and the Performing Arts and later with Stephen Shore and Larry Fink at Bard College in upstate New York.