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ALGORITHMS HUMANS
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AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

Jan 27, 2015

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Presentation from Eric Berlow, Vibrant Data Labs
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More at http://event.gigaom.com/structuredata/
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Page 1: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

ALGORITHMS HUMANS

Page 2: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

ALGORITHMS HUMANS

“AUGMENTED INTELLIGENCE”

Page 3: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

ALGORITHMS HUMANS

MACHINE LEARNING

“AUGMENTED INTELLIGENCE”

Page 4: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013
Page 5: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013
Page 6: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

 PERSONAL  IMPROVEMENT    PERSONAL  HEALTH    PERSONAL  FINANCE    PERSONAL  STORIES    SEX  SCANDALS    

Page 7: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

WHAT’S TRENDING NOW?

Page 8: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

VO

ICE

OF A

MER

ICA

Page 9: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

#BIGBIRD #BINDERSFULLOFWOMEN

Page 10: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

ALGORITHMS HUMANS

MACHINE LEARNING

“AUGMENTED INTELLIGENCE”

Page 11: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

ALGORITHMS HUMANS

DUMB LEARNING

“AUGMENTED MYOPIA”

Page 12: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

ALGORITHMS HUMANS

“AUGMENTED HUMANITY”

Page 13: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

ALGORITHMS HUMANS

HUMAN EXPERTISE

“AUGMENTED HUMANITY”

Page 14: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

ALGORITHMS HUMANS

“AUGMENTED HUMANITY”

CREATIVITY INTUITION

CAUSALITY NUANCE CONTEXT

HUMAN EXPERTISE

Page 15: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

HOW CAN WE HARNESS & AMPLIFY OUR COLLECTIVE CREATIVITY

TO SOLVE THE WORLD’S BIGGEST PROBLEMS?

Page 16: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

Galaxy  Zoo  Photocity  Picbreeder  Manatee  

SOYLENT  RECAPTCHA  CROWDFUNDING  USHAHIDI    

 WIKIPEDIA      

HARD  EASY  

>  SUM  OF  PARTS  

=  SUM  OF  PARTS  

FOLDIT,  ETERNA  IWIRE,  QUIRKY  CROWDFORGE  CLIMATE  COLAB  

FROM:  YU,  NICKERSON,  &  SAKAMOTO  2012  PROCEEDINGS  OF  COLLECTIVE  INTELLIGENCE  

CROWD  WORK  INPUT:    

OUTPUT:    

Page 17: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

Galaxy  Zoo  Photocity  Picbreeder  Manatee  

 WIKIPEDIA      

FOLDIT,  ETERNA  IWIRE,  QUIRKY  CROWDFORGE  CLIMATE  COLAB  

FROM:  YU,  NICKERSON,  &  SAKAMOTO  2012  PROCEEDINGS  OF  COLLECTIVE  INTELLIGENCE  

>  SUM  OF  PARTS  

=  SUM  OF  PARTS  

OUTPUT:    

INPUT:     HARD  EASY  

CROWD  WORK  

 CROWDFUNDING  RECAPTCHA    

Page 18: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

 WIKIPEDIA  EYEWIRE    

FOLDIT,  ETERNA  IWIRE,  QUIRKY  CROWDFORGE  CLIMATE  COLAB  

FROM:  YU,  NICKERSON,  &  SAKAMOTO  2012  PROCEEDINGS  OF  COLLECTIVE  INTELLIGENCE  

>  SUM  OF  PARTS  

=  SUM  OF  PARTS  

OUTPUT:    

INPUT:     HARD  EASY  

CROWD  WORK  

 CROWDFUNDING  RECAPTCHA    

 Photocity  Ushahidi    

Page 19: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

 WIKIPEDIA  EYEWIRE    

FOLDIT,  ETERNA  IWIRE,  QUIRKY  CROWDFORGE  CLIMATE  COLAB  

FROM:  YU,  NICKERSON,  &  SAKAMOTO  2012  PROCEEDINGS  OF  COLLECTIVE  INTELLIGENCE  

>  SUM  OF  PARTS  

=  SUM  OF  PARTS  

OUTPUT:    

INPUT:     HARD  EASY  

CROWD  WORK  

 CROWDFUNDING  RECAPTCHA    

 Photocity  Ushahidi    

Page 20: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

 Photocity  Ushahidi    

 CROWDFUNDING  RECAPTCHA    

 WIKIPEDIA  EYEWIRE    

 CROWDFORGE  FOLDIT    

FROM:  YU,  NICKERSON,  &  SAKAMOTO  2012  PROCEEDINGS  OF  COLLECTIVE  INTELLIGENCE  

>  SUM  OF  PARTS  

=  SUM  OF  PARTS  

OUTPUT:    

INPUT:     HARD  EASY  

CROWD  WORK  

Page 21: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

 WIKIPEDIA  EYEWIRE    

 CROWDFORGE  FOLDIT    

FROM:  YU,  NICKERSON,  &  SAKAMOTO  2012  PROCEEDINGS  OF  COLLECTIVE  INTELLIGENCE  

>  SUM  OF  PARTS  

=  SUM  OF  PARTS  

OUTPUT:    

INPUT:     HARD  EASY  

 CROWDFUNDING  RECAPTCHA    

 Photocity  Ushahidi    

Page 22: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

CREATIVE PROCESS

Page 23: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

PROBLEM DEFINITION

IDEA GENERATION

IDEA EVALUATION

Page 24: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

PROBLEM DEFINITION

IDEA GENERATION

IDEA EVALUATION

Page 25: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

PROBLEM DEFINITION

IDEA GENERATION

IDEA EVALUATION

ENTREPRENEURSHIP

Page 26: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013
Page 27: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

PERSONAL DATA

Page 28: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

philip burke

Page 29: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013
Page 30: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013
Page 31: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013
Page 32: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

CITIZEN JOURNALIST

postnoon.com

Page 33: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

HOW CAN WE DEMOCRATIZE DATA?

Page 34: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

HOW CAN WE SPARK A NEW PERSONAL DATA

ECONOMY?

Page 35: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013
Page 36: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

#WETHEDATA.ORG

HOW CAN WE SPARK A NEW PERSONAL DATA

ECONOMY?

BRAINVISE AND INTEL LABS RESEARCH COLLABORATION

Page 37: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013
Page 38: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

HIGHER GOALS

VALUE DERIVED

ACTION & COLLABORATION

ANALYSIS

ACCESS & CIRCULATION

ORGANIZATION

CREATION

Page 39: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

TOOLS  TO  ANONYMIZE  PERSONAL  DATA  

AMOUNT  OF  DATA  VOLUNTARILY  SHARED  

COLLABORATIVE LINK MAPPING: VIBRANT DATA LABS & BRAINVISE NETWORK VISUALIZATION TOOL: QUID

Page 40: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

COLLABORATIVE LINK MAPPING: VIBRANT DATA LABS & BRAINVISE NETWORK VISUALIZATION TOOL: QUID

Page 41: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

LINK  ASYMMETRY  

Page 42: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

LINK  ASYMMETRY  

Page 43: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

LINK  ASYMMETRY  

STRE

NGT

H  AS

YMMETRY  

Page 44: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

LINK  ASYMMETRY  

STRE

NGT

H  AS

YMMETRY  

Page 45: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

LINK  ASYMMETRY  

STRE

NGT

H  AS

YMMETRY  

Page 46: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

LINK  ASYMMETRY  

TOOLS  TO  ANONYMIZE  PERSONAL  DATA  

AMOUNT  OF  DATA  VOLUNTARILY  SHARED  

ABILITY  TO  CATALYZE  COMMUNITY  ENGAGEMENT  

STRE

NGT

H  AS

YMMETRY  

Page 47: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

LINK  ASYMMETRY  

STRE

NGT

H  AS

YMMETRY  

Page 48: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

STRE

NGT

H  AS

YMMETRY  

LINK  ASYMMETRY  

Page 49: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013
Page 50: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013
Page 51: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013
Page 52: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013
Page 53: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

DIGITAL  ACCESS  

Page 54: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

DIGITAL  TRUST  

DIGITAL  ACCESS  

Page 55: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

DATA  LITERACY  

DIGITAL  TRUST  

DIGITAL  ACCESS  

Page 56: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

PLATFORM  OPENNESS  DATA  LITERACY  

DIGITAL  TRUST  

DIGITAL  ACCESS  

Page 57: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

DIGITAL  ACCESS  

DIGITAL  TRUST  

PLATFORM  OPENNESS  DATA  LITERACY  

Page 58: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

HOW CAN WE SPARK A NEW PERSONAL DATA

ECONOMY?

Page 59: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

HOW CAN WE SPARK A NEW PERSONAL DATA

ECONOMY?

Page 60: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013
Page 61: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

ACCESS  

TRUST  

OPENNESS  LITERACY  

Page 62: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

PROBLEM DEFINITION

IDEA GENERATION

IDEA EVALUATION

ENTREPRENEURSHIP

Page 63: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

ALGORITHMS HUMANS

Page 64: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

TOOLS  TO  ANONYMIZE  PERSONAL  DATA  

AMOUNT  OF  DATA  VOLUNTARILY  SHARED  

ABILITY  TO  CATALYZE  COMMUNITY  ENGAGEMENT  

SMARTER INVESTING

Page 65: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

New York Times, October 2012 Steven Sloman & Phil Fernbach DA

DU S

HIN

SMARTER CITIZENS

Page 66: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

DEMOCRATIZING DATA

PALESTINIAN-ISRAELI CONFLICT

ENERGY, FOOD, & WATER SECURITY

Page 67: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013
Page 68: AUGMENTED ALGORITHMS WITH HUMAN INPUT from Structure:Data 2013

ALGORITHMS HUMANS

IS THIS MAKING US... ...BETTER THAN THE SUM OF OUR PARTS?

...A MORE COLLECTIVELY CREATIVE SOCIETY?