Spotify Song Recommendation Algorithm
This GitHub repository contains a Spotify song recommendation algorithm written in JavaScript. The algorithm utilizes the Spotify Web API to fetch song data and make recommendations based on user preferences. Features
The Spotify song recommendation algorithm provides the following features:
* Fetches song data from the Spotify Web API.
* Analyzes audio features of songs, such as danceability, energy, valence, etc., using the Spotify Web API's audio features endpoint.
* Allows users to input their preferences for different audio features, such as desired danceability, energy, valence, etc.
* Generates song recommendations based on user preferences using a collaborative filtering approach.
* Displays recommended songs to the user in a user-friendly format.
Prerequisites
To use this Spotify song recommendation algorithm, you will need the following:
* Node.js installed on your machine.
* A Spotify Developer account to obtain an API key and set up the necessary environment variables.
* Basic knowledge of JavaScript and web APIs.
Getting Started
Follow the steps below to get started with the Spotify song recommendation algorithm:
- Clone this repository to your local machine using git clone or download the ZIP file and extract it.
- Navigate to the repository's root directory in your terminal.
- Install the required dependencies using npm install.
- Set up your environment variables by creating a .env file in the root directory, and providing the following information:
SPOTIFY_CLIENT_ID=
SPOTIFY_CLIENT_SECRET=
SPOTIFY_REDIRECT_URI=
- Run the application using node app.js in your terminal.
- Open your web browser and go to http://localhost:3000 to access the Spotify song recommendation algorithm.
- Follow the on-screen instructions to input your preferences for different audio features and receive song recommendations.
Contributing
Contributions to this Spotify song recommendation algorithm are welcome! If you would like to contribute, please follow the standard GitHub workflow:
- Fork the repository.
- Create a new branch for your feature or bug fix.
- Make your changes and commit them with descriptive commit messages.
- Push your changes to your forked repository.
- Create a pull request to the original repository, describing your changes.
License
This Spotify song recommendation algorithm is open source and available under the MIT License. Acknowledgements
The Spotify song recommendation algorithm was developed using the Spotify Web API and is inspired by collaborative filtering techniques commonly used in recommendation systems. Contact
If you have any questions, issues, or suggestions regarding this Spotify song recommendation algorithm, please feel free to contact the maintainer of this repository or open an issue.