The paper dilates upon epileptic EEG data treatment and analysis methods based on machine learning, including supervised learning, unsupervised learning, semi-supervised learning, reinforcement learning and machine learning methods of other types, and evaluates the application effects of the methods on inspection of epileptic EEG data.