Machine learning algorithms are currently being implemented in an escalating manner to classify and or predict the onset of some neurodegenerative diseases including Alzheimer's Disease AD this could be attributed to the fact of the abundance of data and powerful computers. ...In this study, the dataset included was downloaded from the Alzheimer's disease neuroimaging initiative ADNI . The classification methodology implemented was the convolutional neural network CNN , where the diffusion maps, and gray matter GM volumes were the input images. ...