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Classify Song Genres from Audio Data using PCA (Principal Components Analysis)

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Classify-Song-Genres-from-Audio-Data

Classify Song Genres from Audio Data using PCA (Principal Components Analysis)

Classification of songs genres from audio data. It contains:

  • Data Preparation
  • Pairwise relationships between continuous variables (weak correlations)
  • Normalizing the feature data
  • Principal Component Analysis PCA
  • PCA visualisation
  • Train decision tree to classify genre
  • decision tree VS logistic regression
  • Balance our data for greater performance
  • Improving model bias
  • Cross validation to evaluate our model

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Classify Song Genres from Audio Data using PCA (Principal Components Analysis)

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