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Cognitive Computing –Unlocking the Value of Big Data
Dr. Karin Vey, Executive ConsultantThinkLab, IBM [email protected]
Entering the Cognitive Era - Made by IBM Research
© 2016 International Business Machines Corporation 2
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The price of not knowing.
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Data is growing exponentially and demands new approaches (technology and strategy)
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44 zettabytes
unstructured data
2010 2020
structured data
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Unstructured data – “dark data” –accounts for 80% of all data generated today.
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Healthcare
Each person willgenerate 1 million GBof health-related datain their lifetime –equivalent to about300 million books.
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Rüschlikon Dialogue 2.0
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Cognitivesystemsmust learnat scale,reason withpurpose,and interactwith humansnaturally.
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Watson can read these medical records in six seconds!
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IBM Watson for OncologyTrained by Memorial Sloan Kettering
Challenge • Ability to assess quickly the best treatments for an individual patient based on MSK expertise, latest research and clinical guidelines
Watson solution • A tool to assist physicians make personalized treatment decisions
− Analyzes patient data against thousands of historical cases and trained through thousands of Memorial Sloan Kettering MD and analyst hours
− Suggestions to help inform oncologists’ decisions based on over 290 medical journals, over 200 textbooks, and 12M pages of text
− Evolves with the fast-changing field− Currently supports first line treatment (Breast, Lung, Colorectal cancers)
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Medical Sieve is a Cognitive Assistant that – understands diseases and their appearance in
imaging
– integrates imaging with textual reports and clinical data
– provides patient at-a-glance summaries
– makes diagnosis and treatment recommendations
– assists the clinician in diagnosis and treatment planning
Advanced Decision Support: Training the computer to see
Intelligent Exploration & Discovery
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© 2016 International Business Machines Corporation
Cognitive Systems are creating a new partnership between humans
and computers that enhances, scales and accelerates human
expertise and discovery.
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MoralsCreativityDilemmas
IntuitionDreaming
ImaginationAbstraction
EmpathyGeneralization
Common sense
Deep LearningLocating knowledgeLarge-scale mathFact checkingEliminate biasEndless capacityTotal recall
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