The present disclosure relates to a system for detecting heart rate conditionincluding a device configured to be worn by the individual and to sense heart rateof the individual and correspondingly generate a first set of signals pertaining tothe heart rate of the individual. A processing unit operatively configured with thedevice, includes a memory associated with the processing unit for storing10 instructions which when executed cause the processing unit to receive, from thedevice, the first set of signals. Extract features from the first set of signals andcorrespondingly generate a second set of signals. Save the first set of signals andthe second set of signals in the training and testing datasets associated with theprocessing unit. Validate, using deep learning technique, the time domain and15 amplitude domain extracted feature and correspondingly generating a third set ofsignals pertaining to heart rate condition of the individual.