classification of music genre from an audio file


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PDF MUSIC GENRE CLASSIFICATION USING MACHINE LEARNING

ABSTRACT Music Genre Classification Model is a model to classify songs or an audio music based on variety of features of it into the corresponding genre

  • How do you classify music genres?

    A music genre or subgenre may be defined by the musical techniques, the cultural context, and the content and spirit of the themes.
    Geographical origin is sometimes used to identify a music genre, though a single geographical category will often include a wide variety of subgenres.

  • How do you Categorise music?

    Categorising music

    1ORGANISE YOUR MUSIC BY GENRE.
    Firstly, it's really common to organise your music by genre.
    2) ORGANISE YOUR MUSIC BY TIME SLOT.
    Another common way to organise your music is by energy or even by time.
    3) ORGANISE YOUR MUSIC BY POPULARITY.
    4) ORGANISE YOUR MUSIC BY EVENT.
    5) ACCESS HISTORIES / PAST PLAYLISTS.

  • How do you identify the genre of music?

    Songs that share patterns can be grouped in a genre that describes those patterns.
    You can find these patterns in any music dynamic: rhythm, speed, progression, key, instrumentation, whatever.
    You determine the genre of a song by identifying these patterns, and associating them with the description of a genre.

  • AI algorithms can process audio signals, extract relevant features such as tempo, pitch, and timbre, and compare them to existing genre patterns.
    This data-driven approach provides a more objective and consistent way of classifying music, reducing the impact of human bias and errors.

Music genre classification using CNN, SVM and Random Forest is a powerful method for determining the genre of audio signals. The method is divided into two stages: feature extraction with a CNN and classification with an SVM. The GTZAN Dataset is frequently used to train and test the proposed model.
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