sertaci / Urban-Sounds-Classification

A CNN model trained using spectrograms of urban sounds

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Urban Sounds Classification

In this project, I have developed a deep learning project that can distinguish urban sounds using the Urban Sounds Dataset.

Actually this project was a bootcamp project made by Global AI Hub. This repository is the part I made in the mentioned project.

Global AI Hub

Global AI Hub presented the already converted versions of the sounds in this dataset into spectrograms. Spectograms can be reached via this link

An example of a spectrogram:

74677-0-0-105

Model's Architecture:

Screenshot_2

Evaluated loss and accuracy values of the model with test data after various hyperparameter changes:

image

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A CNN model trained using spectrograms of urban sounds


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