CS725(Fundamentals of Machine Learning) Project November 23, 2019
Team Members:
Rajat Bhakoria(193050089)
Zahid Wakeel(193050076)
Monica Sroha(193050087)
Axel James(193050049)
Project Name:
Sound Classification using Deep
Objective:
Our objective is classification of environmental sounds by applying deep learning techniques. When given an audio sample of few duration, in (.wav) format, we want to
determine if it contains one of the target sound with corresponding classification accuracy score . We will be using a dataset, ’UrbanSound8K’ which contains 8732 sounds
classified in 10 classes. We will use Convolutional Neural Network and train the model
with the training dataset and make predictions for test dataset.
Team Member contributions:
1. Rajat Bhakoria: Emsembling, ANN, prediction model, tuning hyperparameters
2. Monica Sroha: Random Forest, PPT, graph plots, tuning hyperparameters
3. Axel James: CNN, prediction model, tuning hyperparameters