This project was developed for malignant melanoma diagnosis from photographs by comparing pre-trained transfer learning models and architectures and a simple Convolutional Neural Network. Submitted and accepted to the Machine Learning for Mobile Health Workshop at NeurIPS 2020, Vancouver, Canada.