Git Product home page Git Product logo

song-popularity-prediction-using-backpropagation's Introduction

Song-Popularity-prediction-using-Backpropagation

A simple neural net to predict song popularity based on its features

Topic

Humans have greatly associated themselves with Songs & Music. It can improve mood, decrease pain and anxiety, and facilitate opportunities for emotional expression. Research suggests that music can benefit our physical and mental health in numerous ways. Lately, multiple studies have been carried out to understand songs & it's popularity based on certain factors. Such song samples are broken down & their parameters are recorded to tabulate. Predicting the Song Popularity is the main aim. The project is simple yet challenging, to predict the song popularity based on energy, acoustics, instumentalness, liveness, dancibility, etc. In this notebook I will attempt to build a neural network that can predict the popularity of a song based on its features. It is a regression problem and I have a continuous value for a target.

Summary

  • Importing libraries
  • The Dataset
  • Train/Test split
  • Building the model
  • Training and inference
  • Trying out the model
  • Conclusion

Libraries

  • Pandas
  • Matplotlib
  • Sklearn
  • Torch

Data Source

https://www.kaggle.com/datasets/yasserh/song-popularity-dataset

song-popularity-prediction-using-backpropagation's People

Contributors

imane-ayouni 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.