CFO Conferenz - Nell Watson

1. © 2017 Singularity University
Connected Market
Intelligence
November 23rd, 2017
CFO Conferenz

8. Andrej Karpathy

9. Fei-Fei Li, Stanford

11. 1996 2017

12. Year Breakthrough in AI Datasets (first available) Algorithms (first proposed)
1994
Human-level spontaneous
speech recognition
Spoken Wall Street Journal articles
and other texts (1991)
Hidden Markov Model (1984
1997
IBM Deep Blue defeats Garry
Kasparov
700,000 Grandmaster chess games,
a.k.a. the Extended Book (1991)
Negascout planning algorithm (1983)
2005
Google’s Arabic and Chinese-
to-English translations
1.8 trillion tokens from Google
Web and news pages (2005)
Statistical machine translation
algorithm (1988)
2011
IBM Watson becomes the
world Jeopardy Champion
8.6m docs:Wikipedia,Wikiquote,
Project Gutenberg (2010)
Mixture-of-Experts Algorithm (1991)
2014
Google’s GoogLeNet Object
Classification at Human-level
ImageNet corpus of 1.5m labelled
images,1k object categories (2010)
Convolutional Neural Networks
algorithm (1989)
2015
Google’s Deepmind learns 29
Atari games by observation
Arcade Learning Environment
dataset of 50+ Atari games (2013)
Q-learning algorithm (1992)
Average No. of years to
breakthrough:
3 Years 18 Years

13. Year Breakthrough in AI Datasets (first available) Algorithms (first proposed)
1994
Human-level spontaneous
speech recognition
Spoken Wall Street Journal articles
and other texts (1991)
Hidden Markov Model (1984
1997
IBM Deep Blue defeats Garry
Kasparov
700,000 Grandmaster chess games,
a.k.a. the Extended Book (1991)
Negascout planning algorithm (1983)
2005
Google’s Arabic and Chinese-
to-English translations
1.8 trillion tokens from Google
Web and news pages (2005)
Statistical machine translation
algorithm (1988)
2011
IBM Watson becomes the
world Jeopardy Champion
8.6m docs:Wikipedia,Wikiquote,
Project Gutenberg (2010)
Mixture-of-Experts Algorithm (1991)
2014
Google’s GoogLeNet Object
Classification at Human-level
ImageNet corpus of 1.5m labelled
images,1k object categories (2010)
Convolutional Neural Networks
algorithm (1989)
2015
Google’s Deepmind learns 29
Atari games by observation
Arcade Learning Environment
dataset of 50+ Atari games (2013)
Q-learning algorithm (1992)
Average No. of years to
breakthrough:
3 Years 18 Years

14. HUMAN HISTORY UP TO YEAR 2000
DOUBLED EVERY 10 HOURS BY 2010
DOUBLES EVERY 2 MINUTES IN 2017
5 EXABYTES (5 Bn GB)

15. 1 sec.

18. Intuitive Intelligence is now a Utility
C19th C 20th C 21st

21. 21
NEURAL STORYTELLER

24. 24

26. 26Olly Gibbs

30. pix2pix

34. FRA LUCA PACIOLI

35. DIFFUSED KNOWLEDGE ON
BUSINESS PERFORMANCE

37. Distributed Risk

45. Ian Grigg:“Triple Entry Accounting”

47. Illustration: Mark Montgomery

48. Trust
+
Shared Epistemology,
Decentralised

50. TOP 500
x 1000+
SUPERCOMPUTERS

55. •Fungibility
•Property
•Reward
•Utility

59. Reverse ICO

60. s o l i d i t y

61. SMART CONTRACTS

66. Incorporated
Machines

67. Technology Best Use-Case
BITCOIN STORE OFVALUE
ETHEREUM SMART CONTRACTS
IOTA SCALABILITY, IOT
RIPPLE TRANSACTIONS OF MONEY
HYPERLEDGER CORPORATE-FRIENDLY BLOCKCHAIN INFRASTRUCTURE
FILECOIN DISTRIBUTED STORAGE
GNOSIS PREDICTION MARKETS
IMPAK NOTARY, PROPERTY RIGHTS

74. DUBAI

81. Machine
Payable
Web

82. APPEALTO BOTS MAY HAVE MORE
LEVERAGETHAN APPEALTO HUMANS

83. Web 1.0 Web 2.0 Web 3.0
Nodes Documents People / Brands Economic Agents
Edges Hyperlinks Likes, Follows, Friends Tokens
Primary
Activity Linking Liking, Following
Buying, Selling,
Holding
Primary
Relationships
Semantic
‘Shared Keywords’
Social
‘Friends in Common’
Economic
‘Common Interests’
Primary
Content
Discovery
Keyword-based
search
Social-based feed ?
Dominant
Platform Google Facebook ?

87. TECHNOLOGY MAKES
SCARCETHINGS
ABUNDANT

89. Sometimes I watch you sleep.

90. ‘BLACK BOX’

91. ‽

92. Imperva Incapsula BotTraffic Report

93. Imperva Incapsula BotTraffic Report

98. Non-fiction is for facts, fiction is for values.

102. NELL@NELLWATSON.COM
Nell Watson, AI & Robotics Faculty
Disclaimer:
Any opinions expressed herein are the speaker’s, and not necessarily those of SU.
@NELLWATSON