Dwi Ratna Sulistyaningrum graduated with a bachelor's degree in mathematics in 1993 and a master's in informatics engineering in 1998. She obtained a bachelor's degree in mathematics in 1993 and a master's in informatics engineering in 1998 from the Institut Teknologi Bandung. Her thesis was titled "Optical Flow Estimation Using Spatiotemporal Methods." In 2007, she began her doctoral education at the Department of Electrical Engineering at Institut Teknologi Sepuluh Nopember Indonesia, where she completed her dissertation titled "Stabilization of Ancient Animation Videos Using Motion Estimation Based on Wavelet Transformation and Inbetweening." Since 1994, she has been a lecturer in the Mathematics Department at the Institut Teknologi Sepuluh Nopember, where she teaches and conducts research. Her area of expertise is image and video processing, and she has authored several papers on this topic in national and international journals. Currently, her research focuses on identifying types of asphalt road damage and plant diseases based on image and video data, using machine learning and deep learning techniques. Additionally, she is interested in researching machine learning methods based on quantum theory that aligns with the development of quantum theory.