jeffzhengye / Urban-Sound-Classification

Urban sound classification using Deep Learning

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Urban Sound Classification

[Python notebook] (https://github.com/aqibsaeed/Urban-Sound-Classification/blob/master/Urban%20Sound%20Classification%20using%20NN.ipynb) for blog post [Urban Sound Classification using Neural Network] (http://aqibsaeed.github.io/2016-09-03-urban-sound-classification-part-1/).

[Python notebook] (https://github.com/aqibsaeed/Urban-Sound-Classification/blob/master/Urban%20Sound%20Classification%20using%20CNN.ipynb) for blog post [Urban Sound Classification using Convolutional Neural Network] (http://aqibsaeed.github.io/2016-09-24-urban-sound-classification-part-2/).

Spectrogram

Tools Required

Python 2.7 is used during development and following libraries are required to run the code provided in the notebook:

  • Tensorflow
  • Numpy
  • Matplotlib
  • Librosa

Dataset

The UrbanSound8k dataset used for model training, can be downloaded from the following [link]

Note: This is work in progress to employ deep learning for automatic categorization of environmental sounds.

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Urban sound classification using Deep Learning

License:Apache License 2.0


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