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๐ŸŽต Music Recommendation System

A Music Recommendation System that intelligently suggests songs to users based on their listening history, preferences, and music patterns.
The project leverages machine learning and recommendation algorithms such as content-based filtering, collaborative filtering, and hybrid models to deliver a personalized listening experience.


๐Ÿš€ Features

  • ๐ŸŽง Personalized song recommendations
  • ๐Ÿ“Š Supports content-based filtering (based on song features like genre, mood, tempo)
  • ๐Ÿ‘ฅ Collaborative filtering using user similarity and interaction history
  • ๐Ÿ”„ Hybrid approach for improved accuracy
  • ๐Ÿ“‚ Dataset-driven analysis for better predictions
  • โšก Scalable and adaptable for real-world streaming platforms

๐Ÿ› ๏ธ Tech Stack

  • Programming Language: Python
  • Libraries & Tools:
    • pandas, numpy โ†’ Data handling
    • scikit-learn โ†’ Machine Learning models
    • surprise โ†’ Recommendation algorithms
    • matplotlib, seaborn โ†’ Data visualization

credit by : likhita , neha and vidhi

About

A ๐Œ๐ฎ๐ฌ๐ข๐œ ๐‘๐ž๐œ๐จ๐ฆ๐ฆ๐ž๐ง๐๐š๐ญ๐ข๐จ๐ง ๐’๐ฒ๐ฌ๐ญ๐ž๐ฆ that suggests songs to users based on their listening history, preferences, and patterns. The project applies ๐ฆ๐š๐œ๐ก๐ข๐ง๐ž ๐ฅ๐ž๐š๐ซ๐ง๐ข๐ง๐  ๐š๐ง๐ ๐ซ๐ž๐œ๐จ๐ฆ๐ฆ๐ž๐ง๐๐š๐ญ๐ข๐จ๐ง ๐š๐ฅ๐ ๐จ๐ซ๐ข๐ญ๐ก๐ฆ๐ฌ such as ๐œ๐จ๐ง๐ญ๐ž๐ง๐ญ-๐›๐š๐ฌ๐ž๐ ๐Ÿ๐ข๐ฅ๐ญ๐ž๐ซ๐ข๐ง๐ , ๐œ๐จ๐ฅ๐ฅ๐š๐›๐จ๐ซ๐š๐ญ๐ข๐ฏ๐ž Approaches

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