~/talk

Revolutionizing the Music Industry with Data Science

Talkat Conf42 Cloud Native 2025 · on Thursday, 2025-03-06· [machine-learning]
slides:none on file

Claims concrete numbers and runnable tools: 2.5 trillion streaming points, 10 billion daily transactions and 15,000 tracked parameters feed Chartmetric and librosa features into ~700‑feature models. Uplift modeling cuts cost per library add by ~30% in TikTok/Spotify campaigns. Three‑month stream forecasting boosts accuracy ~60% and, via partial dependence plots, reveals spend plateaus that enable a 27% marketing cost reduction. A cloud‑native stack of Stream Lead frontend and FastAPI backend delivers real‑time ML scoring and forecasts into business workflows.

AI-written summary · about

  1. 0:00Introduction and Speaker Background
  2. 0:47Overview of the Music Industry's Challenges
  3. 1:37AI's Role in the Music Industry
  4. 4:20Data Sources in the Music Industry
  5. 5:30AI Applications in Marketing and Strategy
  6. 7:50Uplift Modeling for Marketing Optimization
  7. 9:12Stream Forecasting and Marketing Investments
  8. 11:04Building a Cloud Native AI Platform
  9. 12:13Conclusion and Final Thoughts
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