Giter VIP home page Giter VIP logo

recsys-music's Introduction

Music/Songs Recommendation System

Task is to design a personalized recommendation system for music. Depending on experience level of the students, they can choose it to be content based or popularity based model. Content based model will require processing music features and recommending similar music. Extra points will be awarded if students can deploy the recommendation system through a web application or mobile application.

Skills Required: Python, Object-Oriented Programming, Knowledge of Recommendation Systems, Matrix Factorization, Collaborative Filtering. Famous DL Libraries like Tensorflow or Keras. Optional Skills include Full stack web app, Android/iOS App Development.

Resources to get started

  1. Understanding basics of Recommendation Engines
  2. Overview video by Siraj Raval
  3. Python Implementation of Popularity Based & CF Method
  4. Hulu Blog Post on Applying Deep Learning to Collaborative Filtering
  5. Quora Answer on Spotify Methods of Recommendation System
  6. Collaborative Filtering in Spotify - Requires Mathematics Understanding.
  7. Another Python Implementation
  8. Thesis of Project on Music Recommender
  9. Research Paper on Future Perspectives

Senior Mentors for this Project

recsys-music's People

Contributors

sss41097 avatar menikhilpandey avatar monika11sharma avatar deadskull7 avatar

Watchers

James Cloos 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.