Code Monkey home page Code Monkey logo

nlp_final's Introduction

NLP@IDC – Final Course Project, Spring 2013

Songs Genres Classification

Today, we usually define a song’s genre by its vocal elemnts – melody, instruments, etc.

We intend to find if we can define a genre simply through the lyrics – whether the written elements of songs contain significant genre information.

Why ?

Because its AWESOME!

Also, this is important to the study of literature and poetry – it could hint at a cognitive connection between melodies and ideas, and help us define the term “genre” and its meanings, thus grounding the study of literature and poetry in something a bit more robust than just personal taste and opinion.

How? Logistic Regression

Logistic regression is a type of regression analysis used for predicting the outcome of a categorical dependent variable based on one or more predictor variables.

Variables

  • Words – we’ll examine how distinct is the vocabulary of each genre.
  • Structure – if time constraints will allow, we’ll examine whether genres also imply a certain structure on the lyrics.
  • Diversity – even if genres use the same words, do they repeat themselves (“Baby, baby, baby oooh”), or does each song contain a wider selection of words?

Limitations and Future Enhancements

Lyrics databases aren’t quality-controlled, don’t carry the same formats between songs (especially obvious with “censored” words, which can be written in different ways – S-it, Sh*t, *%#$, etc.) No existing tree-banks on song lyrics, which limits us to low-level analysis. No efficient data-mining tools – either we create them, or we hand-create all of our data-sets.

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.