This document discusses the growth of data and artificial intelligence. It begins by showing data growth from 2005 to 2020, highlighting how data is growing exponentially. It then discusses how AI is being applied in various industries like travel. The document is divided into three parts. Part one discusses data and AI trends. Part two discusses using AI and data for transparency, foresight, and augmentation in tourism. It provides examples of using AI to predict tourism patterns and augment human stylists. Part three discusses reframing control points around data, algorithms, and skills. It advocates using design thinking and a multidisciplinary approach to develop responsible and human-centric AI.

1. From DATA to AI:
and then to WHERE?
Euro BEINAT
Doctoral College GI-Science, University Salzburg
CS Research, Amsterdam

2. Source: Amazon.com

3. PART ONE

4. 2005 201520122010 2020
1,200 exabytes
52 exabytes
460 exabytes
8,500 exabytes
40,000 exabytes
15,000 exabytes
130 exabytes
Source: IDC

5. 2011 2016 2020
5
4
1
3
2
Billions
Number of B2B IoT connections
Source: ABI research

6. Phone
31%
Tablet
23%
Car
32%
M2M
14%
Net New
Telecom
Devices
US 1Q 2016
Source: Chheta Sharma Consulting 2016

7. 1990 20102002 2014 2020
1Gflop/s
1Tflop/s
1Pflop/s
1Eflop/s
June 2016
Sunway TaihuLight (China)
93 PetaFlops
Human brain

8. 96%
74%
Human
2010 20132012 20142011 2015
Human coded
Image recognition
Deep Learning
Neural networks
Source: ImageNet

10. Source: CB Insights

11. https://skift.com/2016/04/08/expedia-chair-barry-diller-artificial-intelligence-will-be-travels-next-big-thing/

12. PART TWO

13. AUGMENTATIONTRANSPARENCY FORESIGHT AUTONOMY

14. TRANSPARENCY

15. Source: Sviluppo Piemonte Turismo, Vodafone, CS Research

16. 16
PIEMONTE
Source: Sviluppo Piemonte Turismo, Vodafone, CS Research

17. 17
66%
Lombardia
Liguria
30%Milano
Genova
Roma
Source: Sviluppo Piemonte Turismo, Vodafone, CS Research

18. 18
FOREIGNERS ITALIANS
Source: Sviluppo Piemonte Turismo, Vodafone, CS Research

19. 19
Source: Sviluppo Piemonte Turismo, Vodafone, CS Research

20. Source: http://www.michelecoscia.com/?p=1220

21. DUOMO
BRERA
TICINESE

22. DUOMO
BRERA
TICINESE
ITALIANS FOREIGNERS
Source: Vodafone, CS Research

23. FORESIGHT

24. Dog
Cat
Fox
Wolf
Feedback
Dog
Cat
Fox
Wolf
LEARNING
USING

26. Incident
No Incident
TRAINING
Incident
32%
No Incident
68%
PREDICTING
Source: CS Research

27. Source: CS Research

29. Correct prediction
Wrong prediction
correct location predictions
for next 2 hours
81%
Source: CS Research

30. AUGMENTATION

32. Machines
massive data
profiles
matches
Stylists
unstructured data
trends
relationship
Trial box
discovery
feedback

33. Learn from
data
Learn from
experience
Surprise !
Feedback

35. AUTONOMY

43. http://articulab.hcii.cs.cmu.edu/projects/sara/

44. http://articulab.hcii.cs.cmu.edu/projects/sara/

45. PART THREE

46. REFRAMING

47. Source:
Bloomberg

48. CONTROL POINTS

49. DATA ALGORITHMS SKILLS

50. DATA ALGORITHMS SKILLS

51. Strategy
Design
Thinking
Data
Science
A.I.

52. Source: WSJ

53. NUMERICO.tech
Salzburg
Amsterdam
Amsterdam, London
CSRESEARCH