Music data is scary, beautiful and exciting
-
Upload
brian-whitman -
Category
Entertainment & Humor
-
view
712 -
download
2
description
Transcript of Music data is scary, beautiful and exciting
![Page 1: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/1.jpg)
Music data isscary & beautiful & exciting
Brian Whitman @bwhitman
co-Founder & CTO, The Echo Nest@echonest
Tuesday, March 29, 2011
![Page 2: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/2.jpg)
Tuesday, March 29, 2011
![Page 3: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/3.jpg)
Tuesday, March 29, 2011
![Page 4: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/4.jpg)
Tuesday, March 29, 2011
![Page 5: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/5.jpg)
Tuesday, March 29, 2011
![Page 6: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/6.jpg)
1995
1999
2006
2004 2009
2011?
Tuesday, March 29, 2011
![Page 7: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/7.jpg)
nice
care
Tuesday, March 29, 2011
![Page 8: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/8.jpg)
Tuesday, March 29, 2011
![Page 9: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/9.jpg)
segments
2 4 6 8 10 12 14 16 segments
20
15
10
5
1
25
20
15
10
5
1
25
0 0.5 1 1.5 2 sec.
0 0.5 1 1.5 2 sec.0
0.2
0.4
0.6
0.8
1
C
D
E
F#G
B
C#
D#
F
G#AA#
0 0.5 1 1.5 2 sec.
segm
enta
tion
audi
tory
spe
ctro
gram
pitc
h fe
atur
estim
bre
feat
ures
auditory spectrogram
pitch features
timbre features
beat markers
tempogram
tempo spectrum
0 5 10 15 20 25! -2
! -1
0
1
2x 104
0 5 10 15 20 25
72 96 143 190 2400
0.2
0.4
0.6
0.8
1
60
6072
96114
143
240
114
190
Tuesday, March 29, 2011
![Page 10: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/10.jpg)
Tuesday, March 29, 2011
![Page 11: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/11.jpg)
Tuesday, March 29, 2011
![Page 12: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/12.jpg)
Tuesday, March 29, 2011
![Page 13: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/13.jpg)
Tuesday, March 29, 2011
![Page 14: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/14.jpg)
The industry is always watching.They make invisible decisions from invented data.
Tuesday, March 29, 2011
![Page 15: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/15.jpg)
A 5MB song unpacks 100MB of information about itself
Tuesday, March 29, 2011
![Page 16: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/16.jpg)
Tuesday, March 29, 2011
![Page 17: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/17.jpg)
Tuesday, March 29, 2011
![Page 18: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/18.jpg)
Tuesday, March 29, 2011
![Page 19: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/19.jpg)
Tuesday, March 29, 2011
![Page 20: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/20.jpg)
Tuesday, March 29, 2011
![Page 21: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/21.jpg)
Tuesday, March 29, 2011
![Page 22: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/22.jpg)
Music Acquisition (2001-)
Tuesday, March 29, 2011
![Page 23: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/23.jpg)
Tuesday, March 29, 2011
![Page 24: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/24.jpg)
The unintended power of APIs
Tuesday, March 29, 2011
![Page 25: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/25.jpg)
Music Hack Days
Tuesday, March 29, 2011
![Page 26: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/26.jpg)
Tuesday, March 29, 2011
![Page 27: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/27.jpg)
Tuesday, March 29, 2011
![Page 28: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/28.jpg)
Tuesday, March 29, 2011
![Page 29: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/29.jpg)
Tuesday, March 29, 2011
![Page 30: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/30.jpg)
Tuesday, March 29, 2011
![Page 31: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/31.jpg)
Tuesday, March 29, 2011
![Page 32: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/32.jpg)
Tuesday, March 29, 2011
![Page 33: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/33.jpg)
Developers are the future of music
Tuesday, March 29, 2011
![Page 34: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/34.jpg)
2006
2009
2011
201X...
Tuesday, March 29, 2011
![Page 35: Music data is scary, beautiful and exciting](https://reader034.fdocuments.net/reader034/viewer/2022042816/559464e11a28ab644a8b457b/html5/thumbnails/35.jpg)
Tuesday, March 29, 2011