Natural Language Playlist

Natural Language Playlist: AI-Powered Music Discovery

What is Natural Language Playlist? Natural Language Playlist is an AI-powered tool that generates Spotify playlists based on natural language descriptions. It allows users to create custom mixtapes by describing the musical and cultural features they're looking for, offering a unique way to discover new music.

How does Natural Language Playlist work?

The tool leverages a curated dataset of textual song metadata to understand the musical and cultural traits of songs. Users provide descriptions, and the AI interprets these to create playlists that match the desired vibe, genre, or lyrical theme. It works best when focusing on musical and cultural features rather than specific artist or track names.

How to use Natural Language Playlist?

1. Login with Spotify: Connect your Spotify account to generate playlists directly on your account and improve the algorithm. You can also continue as a guest, but logging in helps personalize the experience.
2. Describe Your Playlist: Use clear and positive language to describe the kind of music you want. Focus on genre, lyrical meaning, sonics, and overall vibe. Examples include:
   • "Midwest Emo songs to cry in the shower to because my girlfriend broke up with me."
   • "Absolutely unlistenable songs. Music that doesn't even sound like music."
   • "Very danceable, positive mood, fast tempo, high energy, songs for lovers."
3. Generate and Enjoy: Let the AI work its magic and create a playlist based on your description.

Why is Natural Language Playlist important?

• Unique Music Discovery: It offers a novel approach to music discovery, moving beyond traditional keyword searches.
• Personalized Playlists: Users can create highly specific and personalized playlists that reflect their tastes and moods.
• Exploration of Language and Music: The project explores the intricate relationship between language, music, and culture.

Who is Natural Language Playlist for?

Natural Language Playlist is designed for music lovers who enjoy discovering new music and creating custom playlists. It's particularly useful for those who have specific tastes or are looking for music that fits a particular mood or theme. It is designed "For music lovers, by a music lover!"

Best way to use Natural Language Playlist?

To get the best results:

• Focus on Musical and Cultural Features: The model excels at understanding these elements.
• Use Clear, Positive Language: Avoid negations; describe what you want rather than what you don't want.
• Provide Detailed Descriptions: Use multiple sentences and adjectives to paint a vivid picture of the playlist you envision.

About the Creator

Abelardo Riojas, a Data Science graduate student and music enthusiast, created Natural Language Playlist to explore the intersection of language, music, and culture. Follow the project on Instagram @notabelardoriojas.

Independent Music Artist Feature If you're an independent music artist interested in featuring your songs on Natural Language Playlist, click the provided link on the original page to submit your music.