Google Research, Mountain View Research Scientist Douglas Eck
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Google Confidential and Proprietary Music Research at Google Douglas Eck Research Scientist Google Research, Mountain View
Transcript of Google Research, Mountain View Research Scientist Douglas Eck
Google Confidential and Proprietary
Music Research at GoogleDouglas EckResearch ScientistGoogle Research, Mountain View
Google Confidential and [email protected]
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!
Google Confidential and [email protected]
MusiciansKnowledge and Connections
UsersCollaborative Filtering
MusicAudio Signal Processing
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Play Music All Access
See also the Music Timeline visualizer
Google Confidential and [email protected]
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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
Google Confidential and [email protected]
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
