Undergraduate Thesis presented in partial fulfillment of the requirements for the degree of Bachelor of Computer Science. Abstract. Recently, inspired by our neocortex, an architecture for spatio-temporal pattern recognition has been proposed, the MPF (Memory-Prediction Framework). There already exists some attempts to implement it, like the HTM (Hierarchical Temporal Memory) and the HQSOM (Hierarchical Quilted Self-Organizing Map). The HQSOM lacks some parts of the MPF, which in turn ma...