A brief introduction to data collection and then studying the use of well-known Machine Learning Classifiers to classify the EEG signals such as Support Vector Machines, K-Nearest Neighbours, Boosting Techniques and others techniques; Individual comparisons between the classifiers and their working with respect to the data. Music genre prediction is an important classification problem used by various voice assistants such as Alexa and Siri, in Apple and Amazon based apps and we give solution...