https://github.com/aqibsaeed/urban-sound-classification

Urban sound classification using Deep Learning
https://github.com/aqibsaeed/urban-sound-classification

audio-classification deep-learning neural-network urban-sound-classification

Last synced: about 1 month ago
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Urban sound classification using Deep Learning

• Host: GitHub
• URL: https://github.com/aqibsaeed/urban-sound-classification
• Owner: aqibsaeed
• License: apache-2.0
• Created: 2016-09-03T14:35:24.000Z (over 8 years ago)
• Default Branch: master
• Last Pushed: 2022-09-12T12:11:30.000Z (over 2 years ago)
• Last Synced: 2025-03-28T15:05:29.122Z (about 1 month ago)
• Topics: audio-classification, deep-learning, neural-network, urban-sound-classification
• Language: Jupyter Notebook
• Size: 9.97 MB
• Stars: 515
• Watchers: 32
• Forks: 243
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • Funding: .github/FUNDING.yml
  • License: LICENSE

Awesome Lists containing this project

README

        
## Urban Sound Classification 

#### Notebooks







Feedforward Network (Blogpost)





Convolutional Network  (Blogpost)





Recurrent Network







#### Tools

Python 3.5 (or above) is used during development and following libraries are required to run the code provided in the notebook:

* Tensorflow 2.x

* Numpy

* Matplotlib

* Librosa

#### Dataset

The UrbanSound8k dataset used for model training, can be downloaded from the following [link](https://serv.cusp.nyu.edu/projects/urbansounddataset/urbansound8k.html).

Another related dataset that can be used is Google's [AudioSet](https://research.google.com/audioset/).