An Overview of EEG-based Machine Learning Methods in Seizure Prediction and Opportunities for Neurologists in this Field

•EEG-based ML techniques for seizure prediction achieved promising results.•Various factors can influence the performance of EEG-based ML algorithms.•ML-based algorithms provide considerable opportunities for clinicians in the field.•Prediction model including patient clinical characteristics can be further developed.•With cooperation of related fields, the area can be advanced by novel ML based techniques.