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a five minute mini-TED discussion
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WE ARE
EVOLVINGCOGNITIVELY
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WE ARE
EVOLVING
COGNITIVELY
Near Future
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Distant Past Recent Past Present Near Future Distant Future
COGNITIVELY
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WHAT AM I?
Distant Past Recent Past Present Near Future Distant Future
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WHERE AM I?
Distant Past Recent Past Present Near Future Distant Future
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WHO AM I?
Distant Past Recent Past Present Near Future Distant Future
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HOW DO I?Distant Past Recent Past Present Near Future Distant Future
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HOW DO I…
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HOW DO I…
… make more money?
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HOW DO I…
… make more money?
…live a better life?
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HOW DO I…
… make more money?
…live a better life?
… find somebody to
love?
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HOW DO I…
… make more money?
…live a better life?
… find somebody to
love?… acquire an
awesome home?
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HOW DO I?
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- two opposing forces -Exponential Explosion In Information Against Equally Diminishing Availability Of Time
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- the answer -We Need More Of Us Now Than Ever
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Cognitive ComputingWe Are In Need Of Cognitive computing is the
processes in a computerized model.
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Cognitive Computing
We Are In Need OfCognitive computing is the simulation of human thoughtprocesses in a computerized model.
Cognitive computing involves self-learning systems that use data mining, pattern recognition and natural language processing to mimic the way the human brain works.
The goal of cognitive computing is to create automatednon-organic systems that are capable of solvingproblems without requiring human assistance.
DEFINITION
COMPOSITION
GOALS
19Organization
(syn
apse
s)
Simple Complex
Simple
Dynamic
Cognitive Complexity vs Organisms
1011107 1010109108106105104103 1012
109
1010
1013
101
108
107
106
105
104
103
102
1014
1011
1012
1015
102101
Beha
vior
(neurons)
Living Zone
Fluidic Zone
Solidic Zone
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EnterpriseData
ITData
Open Source / Internet
Data
Beha
vior
Simple Complex
Simple
Dynamic
Organization
Cognitive Complexity vs Data Sources
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Beha
vior
Simple Complex
Simple
Dynamic
Organization
Controlled
Uncontrolled
Semi-controlledThe enterprise controls content, access, and usage of all data
The enterprise does not control content, access, and usage of all data
There is a mixture of controlled and uncontrolled content, access, and usage of all data
e.g., ERM, CRM, Web, etc.
e.g., Facebook, Twitter, Reddit, social, etc.
Cognitive Complexity vs Data Control
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Athenic
Genetic
Frequentist
Inference
Network
Beha
vior
Simple Complex
Simple
Dynamic
Organization
Real World Human Solvable-Only
Problems
Evolutionary
Neural Networks
Cognitive Complexity vs Computation Capability
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Beha
vior
Simple Complex
Simple
Dynamic
Organization
Cognitive Complexity vs Generation
PerceivingLearningAbstractionReasoning
FIRST WAVE (KS)
PerceivingLearningAbstractionReasoning
PerceivingLearningAbstractionReasoning
SECOND WAVE (AI)
THIRD WAVE (ATHENIC)
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Cognitive Computing Characteristics
FIRST WAVE (KS)
• Handcrafted Knowledge• Statistical Learning• Contextual Adaptation
PerceivingLearningAbstractionReasoning
SECOND WAVE (AI) THIRD WAVE (ATHENIC)
• Handcrafted Knowledge
• Enable reasoning over narrowly defined problems
• No learning capability and poor handling of uncertainty
• Cyber Security (Mechaphish)• ELIZA - Psychotherapy
• Nuanced classification and prediction capabilities
• No contextual capability and minimal reasoning ability
• Statistically impressive, but individually unreliable
• Observer real-time cyber attacks at scale
• Disease identification
• Handcrafted Knowledge• Statistical Learning
• Systems construct explanatory models for classes of real world phenomena
• Learns overtime how the world is constructed
• Vast amounts of training data• Diagnose diseases and
example why• Find bad guys and explain
why
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Real-world high dimensional data (such as images) lie on low-dimensional manifolds embedded in the high-dimensional space.
• Each manifold represents a different entity• Understanding data comes by separating the manifolds
Manifolds: Foundation of Knowledge
2626 COGNIZANT & GOOGLE CONFIDENTIAL © 2017
http://playground.tensorflow.org
Complex and highly non-linear data set. Think buying decisions patterns
Neural Networks
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ATHENIC SYSTEMSTRUE COGNITIVE COMPUTING
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Cognizant and Google CloudATHENIC SYSTEMS
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Cloud Translate
Cloud NaturalLanguage
Cloud Speech
Cloud VisionAthena Evolve
Athena Genetics
Cloud VideoIntelligence
Athena TensorFlowNeural Networks
Cognizant and Google CloudATHENIC SYSTEMS
Athena Cloud Machine Learning
Google Compute,Storage, Big Data
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Creative Center for Cognitive Computing