The utilization of skills in data processing and the subsequent application of this knowledge in practice without relying on machine learning offers two key advantages. Firstly, it enables individuals to acquire a more fundamental and in-depth understanding of working with EEG data. Secondly, it allows for effective work even in scenarios where a comprehensive dataset for training ML is not available.