Distinguishing normal, neuropathic and myopathic EMG with an automated machine learning approach

•A machine learning algorithm can differentiate EMGs from healthy individuals from patients with ALS with a high diagnostic yield.•The automated approach aimed at limiting all arbitrary choices with regards to epoch selection and hyperparameter optimization.•This algorithm allows the identification of features used for classification, allowing interpretation of the model.