google research, mountain view research scientist douglas …gorillaz blur artist has band member...
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Google Confidential and Proprietary
Music Research at GoogleDouglas EckResearch ScientistGoogle Research, Mountain View
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Team members
● Dick Lyon Machine Hearing team (audio)● Ron Weiss● Kevin Wilson● Ryan Rifkin● Sourish Chadhuri● Pascal Getreuer
● Doug Eck Music Intelligence team (music)● Daniel Steinberg● Andre Hentz● Tony Lam● Philippe Hamel● Ali Razavi● Maneesh Bhand● Alex Susemihl (intern)
Names in BOLD are here at NEMISIG!
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MusiciansKnowledge and Connections
UsersCollaborative Filtering
MusicAudio Signal Processing
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Play Music All Access
See also the Music Timeline visualizer
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Google Confidential and [email protected]
MusicRecommendation
Personalized, contextual radio that adapts to listener feedback. Low-
friction, easy engagement
“Lean Back” experience
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Music Discovery
Organize the world’s music information. Tools for exploration, sharing and visualization. Social.
“Lean Forward” Experience
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SAI-based audio features
histograms
Supervised embedding
learner (e.g. WSABIE)
Joint embeddings
scoring
Audio
Training Labels
(Knowledge Graph)
Weighted ALS matrix factorizer (CF)CF matrix
factorizer (e.g. wALS)
User listening
data
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Knowledge and Connections
Knowledge Panel result from searching for "Gorillaz”
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Google Confidential and Proprietary
Freebase Music Schema
Jamie Hewlett
Person
Musician
Damon Albarn
Gorillaz
Blur
Artist
Has Band Member
Has Band Member
Has Band Member
Is AIs A Is A
Is A
Is A
Is A
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Playlist: Songs by Artists who had a member die in 2012
Adam YauchBeastie Boys
Has Band Member
(You've Gotta) Fight for Your Right 2012-05-04
Date of DeathHas Track
Davy JonesThe MonkeesI'm A Believer 2012-02-29
Robin GibbThe Bee GeesStayin' Alive 2012-05-20
Bob WelchFleetwood MacGo Your Own Way 2012-06-07
Freebase is a public dataset, so try it yourself!http://tinyurl.com/bj4bkdv
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MIR@Google
● Question: what can Google give back to the MIR community?
● Always hiring interns and full-time employees. Contact [email protected]
● Visiting faculty program
● Google Research Awards