The problem we will attempt to solve is to use Quantum Machine Learning to classify the MNIST dataset using a Variational Quantum Classifier. To solve this problem, we will employ a hybrid of classical and quantum neural networks. We will use a dimension reduced dataset due to the length of time required to solve the entire problem.