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music_genre_classification

1st ML Project,

here, I learned how to train a neural network using tensorflow and keras, to classify audio samples obtained from MARSYAS's genre collection dataset.

obtain dataset from https://www.kaggle.com/datasets/andradaolteanu/gtzan-dataset-music-genre-classification?resource=download

Training 3 types of neural networks on the classified data:

  1. Multilayer Perceptron (MLP)
  2. Convoluted Neural Network (CNN)
  3. Reoccurent Neural Network - Long Short Term Memory (RNN-LSTM) Network

See jupyter_notebooks for the results shown when the codes are run

+ my interpretations of the plotted graphs.
+ features I implemented/explored on my own, in addition to what was taught in the tutorial.

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1st ML Project

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