I am a CS honours student with a background in mathematical statistics. I am passionate about extracting order out of chaos. This has led to an interest in the mathematical foundations of neural network architectures and their applications in subfields such as NLP and computer vision. This year, we aim to extract formal and informal roads from satellite imagery to potentially aid with research on urban and rural development.