Automated Detection of Erythema Migrans in early Lyme disease, and Other Confounding Skin Lesions, via Deep Learning Recognition of the EM rash is crucial to early diagnosis and treatment. Improved rash recognition using deep learning methodology to prescreen patient rash photos may help prevent later serious manifestations of Lyme disease.