The growing demands placed upon the field of computer vision has renewed the focus on alternative visual scene representations and processing paradigms. Silicon retinea provide an alternative means of imaging the visual environment. and produce frame-free spatio-temporal data. This paper presents an investigation into event-based digit classification using N-MNIST. https://foldlyers.shop/product-category/key-switches/