2016 PyCon APAC - 너의 사진은 내가 지난 과거에 한일을 알고 있다.
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눈으로 듣는 음악 추천 시스템-2018 if-kakao
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- 4. ~ Matrix Factorization Word2Vec Deep Learning on audio
- 5. ~
- 6. .. Dance the night 1 Power up Forever young Viva la viva Thinking out Loud Counting Stars Something Just Like This
- 7. .. Dance the night 1 Power up Forever young Viva la viva Thinking out Loud Counting Stars Something Just Like This
- 8. .. Dance the night 1 Power up Forever young Viva la viva Thinking out Loud Counting Stars Something Just Like This
- 9. Push 1.5 5.6 User 18 DJ 3 / Song Vector .
- 10. 1.5 5.6 User 18 DJ 3 / Song Vector .
- 11. 1.5 5.6 User 18 DJ 3 / Song Vector . Feedback CF(Collaboration Filter) Contents CBF(Contents Based Filtering)
- 12. ?
- 13. ? …
- 14. ? filtering . … / 7080 X- 2000’ 2010’ 2018’ Top100 Rare - …..
- 15. 40D Dense Vector - Matrix Completion via ALS - User/Item Latent Feature Feedback Log(8day) - 4.3M(User) X 2.1M(Song) - 388M None zero values (Song)
- 16. 40D Dense Vector - Matrix Completion via ALS - User/Item Latent Feature Feedback Log(8day) - 4.3M(User) X 2.1M(Song) - 388M None zero values (Song) (Song) Vector Vector .
- 17. ? , .
- 18. Low level Feature Genre Classification Network
- 19. Low level Feature Genre Classification Network(Song) Vector Vector .
- 20. - 2004 12 1553
- 21. - 2004 12 1553 Stream + W2V
- 22. - 2004 12 1553 2004 12 Stream + W2V
- 23. - 2004 12 1553 Stream + MF 1553
- 24. Sampling 5M -> 16K Song Meta Mapping , , Stream Song Segmentation Light, Medium, Heavy, Extreme Dimension Reduction 40D -> 2D
- 25. Sampling 5M -> 16K Song Meta Mapping , , Stream Song Segmentation Light, Medium, Heavy, Extreme Dimension Reduction 40D -> 2D 5M Songs Top 1,000 Songs 15,000 Songs Uniform Sampling 1,000 Songs + = 16,000 Songs
- 26. Sampling 5M -> 16K Song Meta Mapping , , Stream Song Segmentation Light, Medium, Heavy, Extreme Dimension Reduction 40D -> 2D t-SNE
- 27. Sampling 5M -> 16K Song Meta Mapping , , Popularity Song Segmentation Light, Medium, Heavy, Extreme Dimension Reduction 40D -> 2D
- 28. Sampling 5M -> 16K Song Meta Mapping , , Popularity Song Segmentation Light, Medium, Heavy, Extreme Dimension Reduction 40D -> 2D
- 29. • Heavy • Top1000 Top1000 . • Popularity . • .
- 30. OST R&B CCM J-POP POP Global
- 31. Popularity
- 32. Light, Medium Song
- 33. Top1000 Top1000
- 34. • • MF • Top1000 Top1000 .
- 35. • • • Top1000 Top1000 .
- 36. 1,037 .
- 37. 45.2% 60.1% 59.9%
- 38. Stream Stream Stream
- 39. Stream Stream Stream 1. Streaming 1 2. Streaming 1 Streaming 97
- 40. Stream 1. 100 ~ 10,000 . 2. .
- 41. Song Vector Popular .
- 42. / / CCM /
- 43. .
