Artificial Intelligence
Een kopje
martijn.zoet@edm-cc.nl
(@mzoet)
“Working together to develop and spread new insights and solutions for practical problems.“
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(Forrester, 2017)
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Versimpelde AI Tijdslijn
1954
Expert
Systems
Deep Learning
Network
1965
Neural
Networks
19801954
Reinforcement Learning
Popularized
Cognitive
Computing
2011
Espresso
Espresso
Espresso
Water
Espresso
Warme Melk
Americano Caffé Latte
Melkschuim
Kopje Koffie
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Gedrag
Kopje Artificial Intelligence
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Voorspelbaarheid
Kopje Artificial Intelligence
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(ANWB, 2017)
Autonomie
Kopje Artificial Intelligence
Niveau 1
Volledig uitgevoerd door een mens
Niveau 10
Volledig uitgevoerd door de machine.
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Niveau 2
Niveau 3
Niveau 4
………
………
………
Gedrag
Voorspelbaarheid
Autonomie
Kopje Artificial Intelligence
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Gedrag
Voorspelbaarheid
Autonomie
Gedrag
Voorspelbaarheid
Autonomie
Gedrag
Voorspelbaarheid
Autonomie
Gedrag
Voorspelbaarheid
Autonomie
(Copyright Blizzard, 2017)
Kopje Artificial Intelligence: Voorbeeld Spellen
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Deep Learning
Network
Neural
Networks
Reinforcement
Learning
Deep Learning
Network
Neural
Networks
Reinforcement
Learning
Deep Learning
Network
Neural
Networks
Reinforcement
Learning
Deep Learning
Network
Neural
Networks
Reinforcement
Learning
Expert
Systems
Expert
Systems
Expert
Systems
Expert
Systems
(Copyright Blizzard, 2017)
Kopje Artificial Intelligence: Overheid
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Gedrag
Voorspelbaarheid
Autonomie
Gedrag
Voorspelbaarheid
Autonomie
Gedrag
Voorspelbaarheid
Autonomie
Gedrag
Voorspelbaarheid
Autonomie
Expert
Systems
Deep Learning
Network
Neural
Networks
Reinforcement
Learning
Expert
Systems
Deep Learning
Network
Neural
Networks
Reinforcement
Learning
Expert
Systems
(Copyright
Belastingdienst, 2017)
Kop en Schotel
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Gedrag
Voorspelbaarheid
Autonomie
Gedrag
Voorspelbaarheid
Autonomie
Access and
Reporting
(Feedback)
C) What actions are needed? (Alert)
D) Where exactly is the problem? (Query / Drill Down)
B) How many, how often, where? (Ad Hoc Reports)
A) What happened? (Standard Reports)
Analysis
(Feed-
Forward)
H) How can we make it happen? (optimization)
G) What’s the best thing that can happen? /
What will happen next? (predictive modeling)
F) What if these trends continue?
(Forecasting / Extrapolation)
E) Why is this happening? (Statistical Analysis) - Feedback
Kop en Schotel
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Gedrag
Voorspelbaarheid
Autonomie
Access and
Reporting
(Feedback)
B) How many, how often, where? (Ad Hoc Reports)
A) What happened? (Standard Reports)
Decision Mining (1/3)
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Decision Mining (2/3)
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The Drummer
http://www.decisionmining.nl/
The Drummer
Search
Beslissing Compliance Overtredingen
85% van de beslissingen
Compliance Wet- en regelgeving
op het huidige moment
Trend 5,5%
Compliance aan wet- en regelgeving het laatste jaar
Gedrag
Voorspelbaarheid
Autonomie
Access and
Reporting
(Feedback)
C) What actions are needed? (Alert)
D) Where exactly is the problem? (Query / Drill Down)
B) How many, how often, where? (Ad Hoc Reports)
A) What happened? (Standard Reports)
Analysis
(Feed-
Forward)
H) How can we make it happen? (optimization)
G) What’s the best thing that can happen? /
What will happen next? (predictive modeling)
F) What if these trends continue?
(Forecasting / Extrapolation)
E) Why is this happening? (Statistical Analysis) - Feedback
Kop en Schotel
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(Reuters, 2016)
(Al Bello/Getty Images for Octagon, 2017)
martijn.zoet@edm-cc.nl
(@mzoet)
“Working together to develop and spread new insights and solutions for practical problems.“
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Slide Photo Artist/Contributor
1 Coffee Jared Tarbell
2 Tower Nimishgogri
2 Classroom Edwin11
2 Medical Tubs SNRE
6 Baby Kitt Walker
6 Car Damian Moryes
6 Monopoly Rossination
7 Iphone – Routeplanner Karlis Dambrans
10 Go Jaro Larnos
10 Chess Plffft
10 Poker Slgckgc
11 Brief Belastingdienst DennisM2
11 Handen RichardBH
11 Contract InformedMag
19 Coffee Jared Tarbell
19 Tower Nimishgogri
19 Classroom Edwin11
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This presentation used photos and artwork offered under the creative commons license “attribution generic” . None of the artists /
licensors who created the work have endorsed me or my use of their work. The Creative Commons Photos can be found on
http://www.flickr.com/. Photos and artwork listed with a URL can be found on the specified URL. Photos and artwork not listed are
copyrighted by the author or 3rd parties.

Een kopje Artificial Intelligence