Tanner's Blog

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Collaborative Filtering (CF)

All started with tapestry

Neighborhood Methods
  1. SAR
  2. Survey
  3. KNN
  4. K-Means
Matrix Factorization Methods
  1. EASE
  2. NCF
  3. VAE
  4. ALS
  5. iALS
  6. iCD
  7. iALS++
  8. ALX
  9. yahoo’s 2012 contextual bandit recsys
  10. youtube
  11. DeepFM
  12. Alibaba notes
  13. Importance of reco 2020 (80% of facebooks AI compute is for reco)
  14. Contextual Bandits WashU Content
  15. Track Mix: Deezer’s Transformer based recsys
  16. Let’s Get It Started: Deezer’s 2024 paper of the year on cold start embeddings
  17. logistic regression
  18. monolith

Junk Box:

  1. Deep content-based music recommendation
  2. TRANSFORMER ARCHITECTURES FOR LARGE SCALE AUDIO UNDERSTANDING.

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