Determining a reliable model for sports betting has always been the goal of many in the pursuit of turning a profit. The field of neural networks has been used to attempt to build such models and prove that it is possible to confidently determine which team is most probable to win. This project explores this field and solidifying a model using past data applied to convolutional neural networks in order to make smart bets to make money over a large period of bets.