~/talk

Closing Keynote: Paul Lamere

Talkat RailsConf 2016 · 2016-05-04..05-06· [data-visualization, machine-learning]
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slides:none on file

Forty minutes of concrete results: 14 experiments on Spotify-scale data that mine listener plays, cultural text, metadata and acoustic features to build apps and metrics. Highlights: the Aerosmith anomaly tying streaming spikes to news events; playlist recipes from 2 billion playlists and demographic filters; a passion index (In Flames averages ~115 plays/fan); scrubbing-based hot‑spot detection, a Python/JS remix library, The Infinite Jukebox, the Bonhamizer, an Autocanonizer and a live Girl Talk in a Box demo — all prototypes that run and often ship.

AI-written summary · about

  1. 0:00Welcome to RailsConf
  2. 1:03From trombone to music tech
  3. 3:13Music hacking with Spotify data
  4. 4:16Aerosmith Anomaly in music data
  5. 9:36Walkman to 30M songs
  6. 11:22Music metadata challenges
  7. 14:33Band names getting longer
  8. 16:42Cultural data and artist similarity
  9. 19:51Boil the Frog playlist generator
  10. 22:19Listener data and passionate fans
  11. 26:33Mining 2B playlists for context
  12. 29:00Playlists for demographics
  13. 32:41Best parts of a song with scrubbing
  14. 38:17Acoustic data and interactive listening
  15. 39:43In Search of the Click Track
  16. 41:24Finding dramatic moments
  17. 42:46Visualizing music with 3JS
  18. 45:38Automatically remixing music
  19. 47:31The Bonhamizer and John Bonham
  20. 49:18Swinger and making songs swing
  21. 50:00Infinite Jukebox
  22. 52:06Autocanonizer
  23. 54:18Girl Talk live performance
  24. 58:14Love your data and hack
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