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3300
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es/o-SCAR
Y-TE
RMINAT
OR-RO
BOT-face
book
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the rise of the machines understanding how data accelerates AI
Volker Hirsch @vhirsch
ALPSP, NOORDwijk 15 September 2017
Data…
…How Much?
The Internet…
2016: 1,100 Exabyte
What is an EXABYTE?
18
Exabyte10
Library of Congress
All Text Content x 1 0 0 , 0 0 0 =
1 ExabyteLibrary of Congress
Jodrell Bank
Lovell Telescope
Imag
e: T
he S
KA O
rgan
isat
ion
4.9 ZeTtabyte p.a. (that’s 5x the internet)
Sour
ce: I
DC
Dig
ital
Uni
vers
e St
udy
(201
2)
2025 180,000,000,000,000,000,000,000 Byte (180 Zettabyte = 180,000 Exabyte)
http://coe.ba/wp-content/uploads/2016/03/bitcoin-binary.jpg
Source: IDC
Dreadnoughtus schrani
http://www.newstatesman.com/sites/default/files/styles/nodeimage/public/blogs_2014/09/la-sci-sn-dreadnaughtus-schrani-biggest-titano-002.jpeg?itok=05UW8TG2
http://www.newstatesman.com/sites/default/files/styles/nodeimage/public/blogs_2014/09/la-sci-sn-dreadnaughtus-schrani-biggest-titano-002.jpeg?itok=05UW8TG2
Extinct Today
Download Complete
Download
65m years to download
Exponential Growth
00
200k
400k
600k
800k
1m
5 10 15 20
xg(x Computing Data capture Data sources
T h e m a c h i n e s are coming
http://i.huffpost.com/gen/2223300/images/o-SCARY-TERMINATOR-ROBOT-facebook.jpg
Metcalfe’s Law
V N2~
https://s
tatic
.inde
pend
ent.c
o.uk
/s3fs-pu
blic/th
umbn
ails/im
age/20
14/09/11
/20/Te
leph
one-3.jpg
0
10
0
20
30
40
50
60
1 2 3 4 5
f (x x2
A m a c h i n e is a data node
http://i.huffpost.com/gen/2223300/images/o-SCARY-TERMINATOR-ROBOT-facebook.jpg
Factory Worker
TESla factory, Fremont, California
http://static.independent.co.uk/s3fs-public/styles/article_large/public/thumbnails/image/2016/05/25/16/foxconn.jpg
http://static.independent.co.uk/s3fs-public/styles/article_large/public/thumbnails/image/2016/05/25/16/foxconn.jpg
$20/day > technology
Amazon automated warehouse
warehouse logistics
Policeman
Boston Dynamics Wildcat
Baxter
Prof Stefanie Tellex Brown University
RIP. It was good while it lasted...
The Matrix
Data is is at the Centre
https://labs.rs/en/facebook-algorithmic-factory-human-data-banks-and-algorithmic-labour/
DeepFace: Convolutional Neural Networkshttps://w
ww.jwtin
tellig
ence
.com
/wp-co
nten
t/uploa
ds/201
6/12
/WEB
_Dee
pFac
e-facial-re
cogn
ition
-app
-by-Fa
cebo
ok.jp
g Face Recognition with 98% accuracy
(that is Better than a human - or the FBI)
AI Chatbot Negotiatorshttps://v
igne
tte4.wikia.noc
ookie.ne
t/200
1/im
ages
/1/18/Hal90
00.jp
g/revision
/latest?c
b=20
0910
0415
0956
Alpha Go
Go Board. Image: Wikipedia Commons
Go Board. Image: Wikipedia Commons
Advanced Tree Search 2 Neural Networks
(Policy & Value) 12 network layers
Reinforcement Learning Algorithms
Alpha Go
Pattern recognition
jackson pollock, Alchemy, 1947, Solomon R Guggenheim Museum, New York
More Dimensions
https://i.ytim
g.co
m/vi/vDCdW
gwXg
LE/m
axresd
efau
lt.jpg
More network nodes + More sensors + More raw data
+ Machine Learning + Artificial Intelligence
= More Structured Data = More SENSE
More Dimensions
0
10
0
20
30
40
50
60
1 2 3 4 5
f (x x2
h(x x2 + 2x
xg(x
The future comes Even Faster...
http://blog
.spe
culist.c
om/wp-co
nten
t/uploa
ds/201
5/01
/Spe
ed.jp
g
Today is the slowest pace of progress
you will ever know
Phrase coined by Jonathan Macdonaldhttp://www.ba
ltana
.com
/files/wallpap
ers-5/Sp
eed-Effect-W
ides
cree
n-Wallpap
ers-18
277.jpg
