Goal: To design, train and test a Convolutional Neural Network (CNN) for a multi-class classification problem. Dataset: We are going to use the MNIST handwritten digit database with additive correlated noise. The images and class labels are contained in the file 'MNIST_CorrNoise.npz'. Kera library is used.