Urban Sound Classification

Urban Sound Classification using Machine Learning: Resources, References

UrbanSound8K

Urban Sound Datasets: https://urbansounddataset.weebly.com/urbansound8k.html
Article "A Dataset and Taxonomy for Urban Sound Research": http://www.justinsalamon.com/uploads/4/3/9/4/4394963/salamon_urbansound_acmmm14.pdf

Youtube Videos about Audio Features

Series: Deep Learning (for Audio) with Python by Valerlo Velardo https://www.youtube.com/watch?v=fMqL5vckiU0
Sampling, Aliasing & Nyquist Theorem: https://www.youtube.com/watch?v=yWqrx08UeUs&feature=youtu.be

Articles about Urban Sound Classification

Urban Sound Classification Part 1: sound wave, digital audio signal https://towardsdatascience.com/urban-sound-classification-part-1-99137c6335f9
Urban Sound Classification Part 2: sample rate conversion, Librosa https://towardsdatascience.com/urban-sound-classification-part-2-sample-rate-conversion-librosa-ba7bc88f209a
Urban Sound Classification with Librosa - tricky cross validation https://towardsdatascience.com/urban-sound-classification-with-librosa-nuanced-cross-validation-5b5eb3d9ee30

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Eunjeong Lee, ejlee127 at gmail dot com, last updated in Nov. 2020