Coder Social home page Coder Social logo

audiocategorization's Introduction

Instructions :

1. This program was programmed on python version 3.7.4

2. Install necessary libraries : numpy, librosa, os, pandas, matplotlib, PIL, pathlib, csv, keras, warnings, pickle, sklearn
IPython, random, split_folders

3. Programs have to be run seperately as below:

	a. musicClassifier.py - Program for 3 different types of data visualization
	b. ANN.py - program which uses nueral network classifier
	c. CNN.py - program which uses convolutional nueral network classifier
	d. SVM.py - program which uses support vector machine classifier

4. Please must include - train audio files in codefiles/data/train   and test audio files in codefiles/data/test

5. Individual program with already extracted data should not take more than an hour.

6. There finalOutput.csv files which provide the predictions obtained under various classifier.

7. ConfusionMatrix in code files stores all the confusion matrix.

8. trainDataSetAll and testDataSetAll has all the feature extracted from train and test data.

9. In data folder, trainViz and testViz provide different form of data representation.

10. All the data(images) are removed to make size smaller. In data/trainViz and data/testViz, contains 3 different forms only for a single mp3.If needed for all mp3, then musicClassifier.py has to be run keeping appropriate paths for train and test data.

11. The file in data/CNNData has data in the form of spectrogram arranged genre wise for training. The data will be split in CNNDataSplit and CNNDataTestSet has images for finla testing.







audiocategorization's People

Contributors

anupknjoshi avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.