augmented algorithms with human input from structure:data 2013
DESCRIPTION
Presentation from Eric Berlow, Vibrant Data Labs #dataconf More at http://event.gigaom.com/structuredata/TRANSCRIPT
ALGORITHMS HUMANS
ALGORITHMS HUMANS
“AUGMENTED INTELLIGENCE”
ALGORITHMS HUMANS
MACHINE LEARNING
“AUGMENTED INTELLIGENCE”
PERSONAL IMPROVEMENT PERSONAL HEALTH PERSONAL FINANCE PERSONAL STORIES SEX SCANDALS
WHAT’S TRENDING NOW?
VO
ICE
OF A
MER
ICA
#BIGBIRD #BINDERSFULLOFWOMEN
ALGORITHMS HUMANS
MACHINE LEARNING
“AUGMENTED INTELLIGENCE”
ALGORITHMS HUMANS
DUMB LEARNING
“AUGMENTED MYOPIA”
ALGORITHMS HUMANS
“AUGMENTED HUMANITY”
ALGORITHMS HUMANS
HUMAN EXPERTISE
“AUGMENTED HUMANITY”
ALGORITHMS HUMANS
“AUGMENTED HUMANITY”
CREATIVITY INTUITION
CAUSALITY NUANCE CONTEXT
HUMAN EXPERTISE
HOW CAN WE HARNESS & AMPLIFY OUR COLLECTIVE CREATIVITY
TO SOLVE THE WORLD’S BIGGEST PROBLEMS?
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:
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
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
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
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
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
CREATIVE PROCESS
PROBLEM DEFINITION
IDEA GENERATION
IDEA EVALUATION
PROBLEM DEFINITION
IDEA GENERATION
IDEA EVALUATION
PROBLEM DEFINITION
IDEA GENERATION
IDEA EVALUATION
ENTREPRENEURSHIP
PERSONAL DATA
philip burke
CITIZEN JOURNALIST
postnoon.com
HOW CAN WE DEMOCRATIZE DATA?
HOW CAN WE SPARK A NEW PERSONAL DATA
ECONOMY?
#WETHEDATA.ORG
HOW CAN WE SPARK A NEW PERSONAL DATA
ECONOMY?
BRAINVISE AND INTEL LABS RESEARCH COLLABORATION
HIGHER GOALS
VALUE DERIVED
ACTION & COLLABORATION
ANALYSIS
ACCESS & CIRCULATION
ORGANIZATION
CREATION
TOOLS TO ANONYMIZE PERSONAL DATA
AMOUNT OF DATA VOLUNTARILY SHARED
COLLABORATIVE LINK MAPPING: VIBRANT DATA LABS & BRAINVISE NETWORK VISUALIZATION TOOL: QUID
COLLABORATIVE LINK MAPPING: VIBRANT DATA LABS & BRAINVISE NETWORK VISUALIZATION TOOL: QUID
LINK ASYMMETRY
LINK ASYMMETRY
LINK ASYMMETRY
STRE
NGT
H AS
YMMETRY
LINK ASYMMETRY
STRE
NGT
H AS
YMMETRY
LINK ASYMMETRY
STRE
NGT
H AS
YMMETRY
LINK ASYMMETRY
TOOLS TO ANONYMIZE PERSONAL DATA
AMOUNT OF DATA VOLUNTARILY SHARED
ABILITY TO CATALYZE COMMUNITY ENGAGEMENT
STRE
NGT
H AS
YMMETRY
LINK ASYMMETRY
STRE
NGT
H AS
YMMETRY
STRE
NGT
H AS
YMMETRY
LINK ASYMMETRY
DIGITAL ACCESS
DIGITAL TRUST
DIGITAL ACCESS
DATA LITERACY
DIGITAL TRUST
DIGITAL ACCESS
PLATFORM OPENNESS DATA LITERACY
DIGITAL TRUST
DIGITAL ACCESS
DIGITAL ACCESS
DIGITAL TRUST
PLATFORM OPENNESS DATA LITERACY
HOW CAN WE SPARK A NEW PERSONAL DATA
ECONOMY?
HOW CAN WE SPARK A NEW PERSONAL DATA
ECONOMY?
ACCESS
TRUST
OPENNESS LITERACY
PROBLEM DEFINITION
IDEA GENERATION
IDEA EVALUATION
ENTREPRENEURSHIP
ALGORITHMS HUMANS
TOOLS TO ANONYMIZE PERSONAL DATA
AMOUNT OF DATA VOLUNTARILY SHARED
ABILITY TO CATALYZE COMMUNITY ENGAGEMENT
SMARTER INVESTING
New York Times, October 2012 Steven Sloman & Phil Fernbach DA
DU S
HIN
SMARTER CITIZENS
DEMOCRATIZING DATA
PALESTINIAN-ISRAELI CONFLICT
ENERGY, FOOD, & WATER SECURITY
ALGORITHMS HUMANS
IS THIS MAKING US... ...BETTER THAN THE SUM OF OUR PARTS?
...A MORE COLLECTIVELY CREATIVE SOCIETY?