Giter Site home page Giter Site logo

bbruhh / analyzing-voice-samples-to-predict-age Goto Github PK

View Code? Open in Web Editor NEW

This project forked from rajs96/auto-age-labeler

0.0 1.0 0.0 2.82 MB

A deep learning project to classify the age category based on voice samples.

Jupyter Notebook 99.98% Python 0.02%

analyzing-voice-samples-to-predict-age's Introduction

Analyzing Voice Samples to Predict Age

Problem/Usefulness of Solution

The project is for a company called Neurolex Labs. Neurolex analyzes voice samples to help diagnose diseases such as schizophrenia, Parkinson’s disease, Alzheimer’s disease, and depression. In this case, we are analyzing human voice samples to determine the age of the speaker. We may want to know the age range of the individual so we can get specialized care for people in that age range. Moreover, knowing the age of the individual can give us a better context for the nature of their disease, and how likely they are to have a particular disease.

Data

The name of the dataset is called the Common Voice Dataset by Mozilla. It contains about 200,000 voice samples. It contains the feature we are interested in, which is the age of the speaker. In order to featurize this audio data, we will be using two Python libraries: pyAudioAnalysis and Librosa.

Results

For results and more detailed information on methodology, check the "Reports" folder

analyzing-voice-samples-to-predict-age's People

Contributors

rajs96 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.