Melanie was born in Hertfordshire, England, daughter of Georgina a Realtor and Michael Liburd a Martial Arts Expert and has two brothers Marc and Leon. She is half Kittitian, half English. Her mother was born in Russell Square in London and her father was born on the Island of Saint Kitts and Nevis. Before training as an actress at The Identity Drama School, she was a fashion/beauty model and traveled all over the world. She also read Art History and attained a BA Hons in Fashion Design.