cognitive computing – unlocking the value of big data€¦ · cognitive computing – unlocking...

15
Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant ThinkLab, IBM Research [email protected]

Upload: others

Post on 24-Jul-2020

7 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

Cognitive Computing –Unlocking the Value of Big Data

Dr. Karin Vey, Executive ConsultantThinkLab, IBM [email protected]

Page 2: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

Entering the Cognitive Era - Made by IBM Research

© 2016 International Business Machines Corporation 2

Page 3: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

© 2016 International Business Machines Corporation 3

The price of not knowing.

Page 4: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

4

Data is growing exponentially and demands new approaches (technology and strategy)

You are here

44 zettabytes

unstructured data

2010 2020

structured data

© 2016 International Business Machines Corporation

Page 5: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

© 2016 International Business Machines Corporation 5

Unstructured data – “dark data” –accounts for 80% of all data generated today.

Page 6: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

© 2016 International Business Machines Corporation 6

Healthcare

Each person willgenerate 1 million GBof health-related datain their lifetime –equivalent to about300 million books.

Page 7: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

7

Rüschlikon Dialogue 2.0

© 2016 International Business Machines Corporation 7

Cognitivesystemsmust learnat scale,reason withpurpose,and interactwith humansnaturally.

Page 8: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

© 2015 International Business Machines Corporation 8

Page 9: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

Watson can read these medical records in six seconds!

© 2016 International Business Machines Corporation 9

Page 10: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

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)

10

Page 11: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

© 2015 International Business Machines Corporation 11

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

Page 12: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

Intelligent Exploration & Discovery

© 2016 International Business Machines Corporation 12

Page 13: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

© 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.

13

Page 14: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

MoralsCreativityDilemmas

IntuitionDreaming

ImaginationAbstraction

EmpathyGeneralization

Common sense

Deep LearningLocating knowledgeLarge-scale mathFact checkingEliminate biasEndless capacityTotal recall

© 2016 International Business Machines Corporation 14

Page 15: Cognitive Computing – Unlocking the Value of Big Data€¦ · Cognitive Computing – Unlocking the Value of Big Data Dr. Karin Vey, Executive Consultant. ThinkLab, IBM Research

© 2016 International Business Machines Corporation 15