46
Music Recommendations At Spotify Emily Samuels @emilymsa

Music Recommendations at Spotify

Embed Size (px)

Citation preview

Page 1: Music Recommendations at Spotify

Music Recommendations At Spotify

Emily  Samuels  @emilymsa  

Page 2: Music Recommendations at Spotify
Page 3: Music Recommendations at Spotify
Page 4: Music Recommendations at Spotify
Page 5: Music Recommendations at Spotify
Page 6: Music Recommendations at Spotify
Page 7: Music Recommendations at Spotify
Page 8: Music Recommendations at Spotify
Page 9: Music Recommendations at Spotify
Page 10: Music Recommendations at Spotify
Page 11: Music Recommendations at Spotify
Page 12: Music Recommendations at Spotify
Page 13: Music Recommendations at Spotify
Page 14: Music Recommendations at Spotify
Page 15: Music Recommendations at Spotify
Page 16: Music Recommendations at Spotify
Page 17: Music Recommendations at Spotify
Page 18: Music Recommendations at Spotify
Page 19: Music Recommendations at Spotify
Page 20: Music Recommendations at Spotify
Page 21: Music Recommendations at Spotify
Page 22: Music Recommendations at Spotify

Word2Vec

Words  with  similar  contexts  have  similar  meaning    

Page 23: Music Recommendations at Spotify
Page 24: Music Recommendations at Spotify
Page 25: Music Recommendations at Spotify
Page 26: Music Recommendations at Spotify
Page 27: Music Recommendations at Spotify
Page 28: Music Recommendations at Spotify
Page 29: Music Recommendations at Spotify

Annoy

Approximate  Nearest    Neighbors  

 

Page 30: Music Recommendations at Spotify
Page 31: Music Recommendations at Spotify
Page 32: Music Recommendations at Spotify
Page 33: Music Recommendations at Spotify
Page 34: Music Recommendations at Spotify
Page 35: Music Recommendations at Spotify
Page 36: Music Recommendations at Spotify
Page 37: Music Recommendations at Spotify
Page 38: Music Recommendations at Spotify
Page 39: Music Recommendations at Spotify
Page 40: Music Recommendations at Spotify
Page 41: Music Recommendations at Spotify
Page 42: Music Recommendations at Spotify
Page 43: Music Recommendations at Spotify
Page 44: Music Recommendations at Spotify

Spotify’s Free Software Projects http://spotify.github.io/

Page 45: Music Recommendations at Spotify

We Are Hiring!

Page 46: Music Recommendations at Spotify

Questions Emily  Samuels  @emilymsa  


Understanding User Behavior in Spotify...Spotify is a peer-assisted music streaming service that offers instant access to a vast music catalogue, and it has gained worldwide popularity

Understanding User Behavior in Spotify...Spotify is a peer-assisted music streaming service that offers instant access to a vast music catalogue, and it has gained worldwide popularity

Documents
Spotify Chords - Creating Music Moments

Spotify Chords - Creating Music Moments

Technology
Building Data Pipelines for Music Recommendations at Spotify

Building Data Pipelines for Music Recommendations at Spotify

Technology
Music Recommendation at Spotify

Music Recommendation at Spotify

Documents
Texas Music Spotify Chart

Texas Music Spotify Chart

Documents
009-1608-02 Savant Pro App Music Service Guide User Guides/… · 009-1608-02 | 190306 17 of 19 Spotify To add a Spotify account to a Savant Music server, the exact process depends

009-1608-02 Savant Pro App Music Service Guide User Guides/… · 009-1608-02 | 190306 17 of 19 Spotify To add a Spotify account to a Savant Music server, the exact process depends

Documents
Music recommendations at Spotify - Meetupfiles.meetup.com/1516886/Recommendations at Spotify v4.pdf · Music recommendations at Spotify Erik Bernhardsson erikbern@spotify.com. Spotify

Music recommendations at Spotify - Meetupfiles.meetup.com/1516886/Recommendations at Spotify v4.pdf · Music recommendations at Spotify Erik Bernhardsson [email protected]. Spotify

Documents
BeoSound 5 Music services... · 2020-04-06 · About Spotify Below you can read about functions that apply to Spotify only. A Spotify Premium subscription is required. Changes made

BeoSound 5 Music services... · 2020-04-06 · About Spotify Below you can read about functions that apply to Spotify only. A Spotify Premium subscription is required. Changes made

Documents
User manual - Philips · Spotify Connect with your iOS or Android device as remote control • listen to Spotify music everywhere at your home through group play (multiple Spotify

User manual - Philips · Spotify Connect with your iOS or Android device as remote control • listen to Spotify music everywhere at your home through group play (multiple Spotify

Documents
Music r ecommendations at Spotify

Music r ecommendations at Spotify

Documents
Music Recommendation in Spotify - UCY · 2020. 9. 28. · Spotify basics •A popular music streaming service • 60M+ active users • 30M+ songs • 1.5B+ user-generated playlists

Music Recommendation in Spotify - UCY · 2020. 9. 28. · Spotify basics •A popular music streaming service • 60M+ active users • 30M+ songs • 1.5B+ user-generated playlists

Documents
Music Personalization At Spotify

Music Personalization At Spotify

Technology
Hello, Spotify here! - Piero 97 · 1 Spotify First-Party Data 2018 Source: Spotify First-Party Data +2,800% The day after David Bowie’s death, streams of his music jumped 2,800%

Hello, Spotify here! - Piero 97 · 1 Spotify First-Party Data 2018 Source: Spotify First-Party Data +2,800% The day after David Bowie’s death, streams of his music jumped 2,800%

Documents
Supplement for Spotify - Yamaha Canada Music...1 Spotify is all the music you’ll ever need. Millions of songs available instantly. Just search for the music you love, or let Spotify

Supplement for Spotify - Yamaha Canada Music...1 Spotify is all the music you’ll ever need. Millions of songs available instantly. Just search for the music you love, or let Spotify

Documents
DataEngConf: Building a Music Recommender System from Scratch with Spotify Data Team

DataEngConf: Building a Music Recommender System from Scratch with Spotify Data Team

Software
Spotify Web API (Music Graph Tech Talk 2013 08-14)

Spotify Web API (Music Graph Tech Talk 2013 08-14)

Technology
Supplement for Spotify - Yamaha Canada Music · 2019. 1. 24. · Es 1 Complemento para Spotify Spotify le proporciona acceso inmediato a millones de canciones en sus dispositivos

Supplement for Spotify - Yamaha Canada Music · 2019. 1. 24. · Es 1 Complemento para Spotify Spotify le proporciona acceso inmediato a millones de canciones en sus dispositivos

Documents
Algorithmic Music Recommendations at Spotify

Algorithmic Music Recommendations at Spotify

Technology
Spotify, your social Music Identity - IMS CorporateThrough Spotify, brands can have a new and engaging way to display their unique voices and personalities through music and further

Spotify, your social Music Identity - IMS CorporateThrough Spotify, brands can have a new and engaging way to display their unique voices and personalities through music and further

Documents
Music Row Design Plan Recommendations

Music Row Design Plan Recommendations

Documents
More of the Same – On Spotify Radio · More of the Same – On Spotify Radio Abstract Spotify Radio allows users to find new music within Spotify’s vast back-catalogue, offering

More of the Same – On Spotify Radio · More of the Same – On Spotify Radio Abstract Spotify Radio allows users to find new music within Spotify’s vast back-catalogue, offering

Documents
Machine Learning and Big Data for Music Discovery at Spotify

Machine Learning and Big Data for Music Discovery at Spotify

Technology
TR01313 HK BDS 785SW English Spec Sheet...All the power of Spotify, built-in Spotify is the worlds most popular music str’ eaming service. If you subscribe to Spotify Premium, you

TR01313 HK BDS 785SW English Spec Sheet...All the power of Spotify, built-in Spotify is the worlds most popular music str’ eaming service. If you subscribe to Spotify Premium, you

Documents
Spotify - JVCSpotify With Spotify, your music is everywhere. Working out, partying or relaxing, the right music is always at your fingertips. There are millions of songs on Spotify—

Spotify - JVCSpotify With Spotify, your music is everywhere. Working out, partying or relaxing, the right music is always at your fingertips. There are millions of songs on Spotify—

Documents
Spotify Music Playlist Recommender · 2021. 1. 25. · Spotify Web API Spotify’s Web API Spotipy Other interesting audio features it provides: Danceability, energy, instrumentalness,

Spotify Music Playlist Recommender · 2021. 1. 25. · Spotify Web API Spotify’s Web API Spotipy Other interesting audio features it provides: Danceability, energy, instrumentalness,

Documents
Understanding User Behavior in Spotify - TU Delft · Abstract Spotify is a peer-assisted music streaming service that offers instant access to a vast music catalogue, and it has

Understanding User Behavior in Spotify - TU Delft · Abstract Spotify is a peer-assisted music streaming service that offers instant access to a vast music catalogue, and it has

Documents
Spotify - KENWOODEGLIS 1 Spotify With Spotify, your music is everywhere. Working out, partying or relaxing, the right music is always at your fingertips. There are millions of songs

Spotify - KENWOODEGLIS 1 Spotify With Spotify, your music is everywhere. Working out, partying or relaxing, the right music is always at your fingertips. There are millions of songs

Documents
Talk on Spotify: Large Scale, Low Latency, P2P Music-on-Demand Streaming

Talk on Spotify: Large Scale, Low Latency, P2P Music-on-Demand Streaming

Technology
Playlist Recommendations @ Spotify

Playlist Recommendations @ Spotify

Engineering
Just the Way You Are : Linking Music Listening on Spotify ...€¦ · Original Manuscript “Just the Way You Are”: Linking Music Listening on Spotify and Personality Ian Anderson1,

Just the Way You Are : Linking Music Listening on Spotify ...€¦ · Original Manuscript “Just the Way You Are”: Linking Music Listening on Spotify and Personality Ian Anderson1,

Documents