At Rajarata University of Sri Lanka, there are over a thousand plant families, many of which are not well-identified or maintained. To address this, we are creating a classifier to facilitate easy species identification, which may be integrated into a mobile app or web application in future for widespread use. As an initial step, we focus on three species within the Bougainvillea genus: Bougainvillea buttiana, Bougainvillea glabra, and Bougainvillea spectabilis.