This study includes a classification structure consisting of first three stages for the automatic diagnosis of the neuromuscular disease of ALS (Amyotrophic Lateral Sclerosis) and myopathy being a muscular disease. In this study; EMG mark representing best MUAP will be determined for the right to comment sign EMG. After the first stage of the raw EMG data eliminated by noise the segmentation stage MUAP were separated. In the clustering stage, a hybrid structure is used to optimize the number of clusters. MUAP 's clustering will allow transactions to be made with small data sets in the next second section.