gdstudio-org / Embeat
Item-to-item music recommendation system, training on Spotify 45M tracks & 1.8M playlists. (Spotify track ID / ISRC in, similar songs out)
Why this job: works in the areas we cover, but does not say which job it does

What it does
- In-house models. EmbeatMLP encodes Spotify Audio Features (key, tempo, energy, mood, etc.) into 64-dimensional acoustic vectors, responsible for "sounding like"; Track2Vec learns co-occurrence patterns from millions of playlists, responsibl
- Genre-aware. 6,291 micro-genre tags covering over 2 million artists are deeply integrated into the recommendation system, ensuring exceptionally stable performance for niche songs
- Blind-evaluated. Compared to Netease Cloud Music, it leads by a wide margin with an 84~95% win rate across 157 cross-language samples
- Multi-channel recall. 5 recall channels (Acoustic Similarity / Same-Genre Popular / Same Artist / Similar Artists / Playlist Collaborative Filtering), merged and scored for final output
- Flexible lookup. Supports retrieving seed tracks via Spotify track ID, ISRC, track title + artist name, or artist name alone
Get started
No single install command. Read the steps in the README (opens in new tab)
- Maintenance
- Active
- Last commit 49 days ago
- Stars
- 509
- +29 this week
- Licence
- Custom
- Read before business use
- Downloads for
- None listed
- No release files
- Latest version
- None yet
- No releases
- Built with
- Python
- 100% of the code
Is it looked after?
- Contributors
- Not stated
- Last 90 days
- Issues
- 100% closed
- 0 still open
- Pull requests
- 0 merged
- 0 waiting
- Releases
- None
- Never published
- No contributing guide
- No security policy
- No code of conduct
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More: languages, topics and project record
Languages
- Python 100%
Topics
- contrastive-learning
- music-recommendation
- spotify
- collaborative-filtering
- content-based-recommendation
- gdmusic
- hnsw
- machine-learning
- music-recommendation-system
- music-recommender
Project record
- JobOther AI tools
- StatusListed
- Commits31
- Forks51
- Watching1
- Stars in 28 days+98
- CreatedJun 26, 2026
- First seen by usNov 7, 2026
- CheckedNov 8, 2026
