{"id":19147982,"url":"https://github.com/aqibsaeed/urban-sound-classification","last_synced_at":"2025-04-04T16:13:11.470Z","repository":{"id":82628493,"uuid":"67294705","full_name":"aqibsaeed/Urban-Sound-Classification","owner":"aqibsaeed","description":"Urban sound classification using Deep Learning","archived":false,"fork":false,"pushed_at":"2022-09-12T12:11:30.000Z","size":10456,"stargazers_count":515,"open_issues_count":2,"forks_count":243,"subscribers_count":32,"default_branch":"master","last_synced_at":"2025-03-28T15:05:29.122Z","etag":null,"topics":["audio-classification","deep-learning","neural-network","urban-sound-classification"],"latest_commit_sha":null,"homepage":null,"language":"Jupyter 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Notebook","funding_links":["https://github.com/sponsors/aqibsaeed","https://ko-fi.com/aqibsaeed"],"categories":[],"sub_categories":[],"readme":"## Urban Sound Classification \n\n#### Notebooks\n\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003ca href=\"https://github.com/aqibsaeed/Urban-Sound-Classification/blob/master/Feedforward%20Neural%20Network.ipynb\"\u003e\nFeedforward Network\u003c/a\u003e\u003ca href=\"http://aqibsaeed.github.io/2016-09-03-urban-sound-classification-part-1/\"\u003e (Blogpost)\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003ca href=\"https://github.com/aqibsaeed/Urban-Sound-Classification/blob/master/Convolutional%20Neural%20Network.ipynb\"\u003eConvolutional Network\u003c/a\u003e \u003ca href=\"http://aqibsaeed.github.io/2016-09-24-urban-sound-classification-part-2/\"\u003e (Blogpost)\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003ca href=\"https://github.com/aqibsaeed/Urban-Sound-Classification/blob/master/Recurrent%20Neural%20Network.ipynb\"\u003eRecurrent Network\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\n\u003cp align=\"center\"\u003e\u003cimg src=\"https://github.com/aqibsaeed/Urban-Sound-Classification/blob/master/urban-sound-spectrogram.png\"/\u003e\u003c/p\u003e\n\n#### Tools\n\nPython 3.5 (or above) is used during development and following libraries are required to run the code provided in the notebook:\n* Tensorflow 2.x\n* Numpy\n* Matplotlib\n* Librosa\n\n#### Dataset\n\nThe UrbanSound8k dataset used for model training, can be downloaded from the following [link](https://serv.cusp.nyu.edu/projects/urbansounddataset/urbansound8k.html).\n\nAnother related dataset that can be used is Google's [AudioSet](https://research.google.com/audioset/).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faqibsaeed%2Furban-sound-classification","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Faqibsaeed%2Furban-sound-classification","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faqibsaeed%2Furban-sound-classification/lists"}