This study aids in our analysis of the consistency with which the music genre categorization is made. A music genre is a term used to categorize certain types of music according to a predetermined set of rules. Music labels must play a role in locating and classifying digital music resources. Relying on the manual annotation to categorize in the face of a large music library will be expensive and time-consuming and won't be able to keep up with current demands. It may be broken down into many genres in a variety of ways. It might be difficult to sort music files into different genre categories. Machine learning techniques are used in the majority of contemporary music genre categorization methods.

Analysis of music, MIDI Segments, XG-Boost Classifier, Melody types.