SlideShare une entreprise Scribd logo
1  sur  35
Télécharger pour lire hors ligne
© 2015 International Business Machines Corporation
Cognitive Computing
- in insurance
Forsikringsselskabernes PlanlægningsUdvalg
- January 26, 2014
Anders Quitzau
Innovation Exec & Watson Advocate
© 2015 International Business Machines Corporation
Agenda
•  Cognitive Computing and Watson overview
•  Watson for Insurance and Financial Services
•  Q&A - discussion
© 2015 International Business Machines Corporation
Tabulating
Systems Era
Programmable
Systems Era
Cognitive
Systems Era
1900 1950 2011
Cognitive Computing is a new era of computing
© 2015 International Business Machines Corporation
Cognitive computing promises a new partnership between human
and computers
Scale
expertise by elevating the
consistency and objectivity of
decision making across an
organization.
Enhance
the cognitive process of
professionals to strengthen
decision making in the
moment
Accelerate
development of expertise in
others by capturing the
expertise of top performers
© 2015 International Business Machines Corporation
Cognitive systems expand the problems we can address
Programmatic Systems Cognitive Systems
•  Leverage traditional data sources
•  Follow pre-defined rules (programs)
•  Provide the same output to all users
•  Are taught, not programmed
•  Learn and improve based on experience
•  Interpret sensory and non-traditional data
•  Relate to each of us as individuals
•  Allow us to expand and scale our own
thinking
© 2015 International Business Machines Corporation
Cognitive systems learns and evaluates like we do
Study
Apprentice
Practice
Master
Ingest
Learn
Test
Experience
© 2015 International Business Machines Corporation
IBM’s answer to the new era, Watson, is a cognitive learning system
that enhances our abilities to perceive, reason, and relate
Perceiving:
Watson understands the world as we do: it
interprets sensory input beyond traditional data
Reasoning:
Watson thinks through complex problems: it
deepens our analysis and inspires creativity
Relating:
Watson understands how we communicate, and
personalizes its interactions with each of us
Learning:
Watson learns from every interaction, scaling our
ability build experience
© 2015 International Business Machines Corporation
Why is it so hard for computers to understand us?
Person Organization
L. Gerstner IBM
J. Welch GE
W. Gates Microsoft
“If leadership is an art
then surely Jack has
proved himself a master
painter during his tenure
at this company”
Welch ran
this?
§  Noses that run and feet that smell?
§  How can a house burn up as it burns down?
§  How can I fill in a form that I am asked to fill-out?
§  Where is Paris Hilton?
NLP
Machine Learning
© 2015 International Business Machines Corporation
Answer
Scoring
Models
Responses with
Confidence
Inquiry
Evidence
Sources
Models
Models
Models
Models
ModelsPrimary
Search
Candidate
Answer
Generation
Hypothesis
Generation
Hypothesis and Evidence
Scoring
Final Confidence
Merging & Ranking
Synthesis
Answer
Sources
Inquiry/Topic
Analysis
Evidence
Retrieval
Deep
Evidence
Scoring
Learned Models
help combine and
weigh the Evidence
Hypothesis
Generation
Hypothesis and Evidence
Scoring
Inquiry
Decomposition
How Watson Works
1000’s of
Pieces of Evidence
Multiple
Interpretations
of a question
100,000’s Scores from
many Deep Analysis
Algorithms
100’s
sources
100’s Possible
Answers
Balance
& Combine
© 2015 International Business Machines Corporation
© 2015 International Business Machines Corporation
© 2015 International Business Machines Corporation
R&D Demonstration Validation
Research
Project
2006 – 2010
Jeopardy!
Grand Challenge
2011
Internal
Startup Division
2011 – 2013
IBM Watson
Group
2014 – present
Commercialization
•  $1B Investment
•  $100M for Ecosystem
•  NYC Headquarters
Watson has graduated from a startup to a full-fledged business
© 2015 International Business Machines Corporation
IBM Watson
Advisors
IBM Watson
Solutions
IBM Watson
Foundations
IBM Watson
Cognitive
Fabric Provides the big data and
analytics capabilities that
fuel Watson
Products based on
Watson’s core
attributes
and capabilities
APIs, tools,
methodologies, SDKs,
and infrastructure that
fuels Watson
Customized solutions designed
to meet some of industries most
demanding needs leveraging
cognitive capabilities
IBM Watson
Ecosystems
The Watson Developer
Cloud, Watson Content
Store and
Watson Talent Hub driving
innovation from partners
The Watson Family
© 2015 International Business Machines Corporation
Agenda
•  Cognitive Computing and Watson overview
•  Watson for Insurance and Financial Services
•  Q&A - discussion
© 2015 International Business Machines Corporation
Customer expectations are
shaped by experiences
outside of Insurance
Pressure of competition is
putting a lot of focus on
customer experience
Advisors and Managers are
challenged to keep up with
data explosion
Customers are informed
better than ever with
“Google knowledge”
Customers expect
transparent, evidence-
based recommendation
Quality of advice varies
Pace of innovation is
accelerating
Regulations increasing in
volume and complexity
Additional scrutiny
increasing time spent on
compliance, and cost
Insurance industry trends – Imagine if…
Client Engagement Analysis / Discovery Decision Policy / Compliance
	
  
Watson	
  enables	
  advisors	
  to	
  
deliver	
  cost-­‐effec2ve	
  
personalized	
  advice	
   Watson	
  supports	
  Analysts	
  and	
  
advisors	
  by	
  pre-­‐reading	
  1000s	
  
of	
  pages	
  of	
  relevant	
  info	
  
	
  
Watson	
  uses	
  structured	
  and	
  
unstructured	
  informa2on	
  to	
  
provide	
  proac2ve,	
  transparent,	
  
evidence-­‐based	
  advice	
  
	
  
Watson	
  helps	
  evaluate	
  
decisions	
  against	
  relevant	
  
policies	
  &	
  guidelines	
  
© 2015 International Business Machines Corporation
Financial Services solutions map into “patterns”
Engagement
Discovery
Policy
Decision
Explore / analyze
Pattern Description Client success stories
Leading customer service firm, USAA, introduced
Watson to answer questions from members
Digital engagement with clients to answer
questions, execute actions, and provide
recommendations
Leading drug discovery firm, Baylor, publishes
breakthrough in protein targeting
Explore questions not yet answered
Memorial Sloan Kettering Cancer Center
partnered with IBM to build an Oncology solution
Help evaluate possible options to come up
with the right decision
IBM partnered with Wellpoint to accelerate pre-
approval decisions
Help understand if a particular action is
compliant with relevant policies
700+ clients using the product across industriesSearch, consolidate and analyze enterprise
data
© 2015 International Business Machines Corporation
Insurance and Financial Services solutions map into “patterns”
Engagement
Discovery
Policy
Decision
Explore / analyze
Pattern Example solutions
Watson Insurance Advisor
Watson Discovery Advisor
for Pharma
Watson Oncology Advisor
Watson Policy Advisor for
insurance pre-approvals
Watson Explorer/Watson Analytics / Watson Content analytics (x-industry)
Watson for Wealth
Management
Watson Discovery
Advisor for Gov’t
Watson Discovery Advisor
for financial services
(emerging)
Watson for Regulatory
Compliance (emerging)
Watson Engagement
Advisor (x-industry)
Watson Policy Advisor for Clinical
Trial Matching
Watson for Retail
Banking
F & I services solutions
1 3
4
5
2
© 2015 International Business Machines Corporation
© 2015 International Business Machines Corporation
Self-service User Experience Journey
Here is what you are
looking for
Here it is.
Shall I complete the task
for you?
Have you thought
about this?
How did it go?
Can I assist with these
next steps?Knowledge Expert
Empowered Assistant
Personal Advisor
Ask a question Get answers Ask a question Get answers
Get action
Ask a question Get answers
Get action
Get suggestions
Get follow-up
© 2015 International Business Machines Corporation
Demo
© 2015 International Business Machines Corporation
USAA case study
IBM’s Watson Engagement Advisor will answer
military separation-related questions on topics such
as job searching, home purchasing, military benefits
and more.
Members "Ask Watson"
as they prepare to
transition to civilian life
© 2015 International Business Machines Corporation
Policy Pattern
© 2015 International Business Machines Corporation
Example use case: Medical procedure approval by Healthcare Payer
Decision Input Case ‘Policy’ Policy Advice Expected
Can I approve the
procedure being
requested?
Clinical data
(structured and
unstructured) from a
provider’s office
requesting a
procedure
Payer medical policies
and guidelines
•  Approve, medically necessary
•  Reject, not compliant with policies
•  Need MD review, ambiguity in
request / policy (specify what
information is needed)
© 2015 International Business Machines Corporation
Multi page
unstructured text
case input
Structured data as
part of case input
© 2015 International Business Machines Corporation
1. Identify the applicable policies
2. Evaluate the case against appropriate criteria
from the policies
Identify relevant
evidence
© 2015 International Business Machines Corporation
Generate summary of
case evaluation
© 2015 International Business Machines Corporation
Combination of multiple patterns
© 2015 International Business Machines Corporation
Watson Wealth Management for DBS
Banking clients at DBS will soon get investing advice
from Watson, the same IBM technology that triumphed
over human “Jeopardy!” contestants.
The Singapore based bank plans to begin using the tool,
which can answer questions in conversational language and
learn from responses, in the second half of 2014 to aid
financial planners in guiding its wealth
management’s units affluent customers. Watson will
analyze large volumes of financial data to help DBS,
Southeast Asia’s largest lender, offer more customized
service.
Watson will throw up its suggestions
after “ingesting” thousand of
research reports, product
information and customer profiles,
more than what a wealth
management expert can handle
handle, DBS said.
DBS will also leverage a comprehensive portfolio of IBM solutions
which include business consulting, advanced analytics,
hardware and IBM Research assets to further augment the
power of Watson . By bringing together all of these capabilities, DBS
will be uniquely positioned as the first bank in Asia to execute a project
of this kind.33
© 2015 International Business Machines Corporation
Watson for Wealth Management helps wealth advisor better serve their clients (advisor dashboard)
Key upcoming
activities
Client list
Relevant alerts
affecting clients
Relevant news
Ask Watson
questions in
natural language
© 2015 International Business Machines Corporation
Watson for Wealth Management helps wealth advisor better serve their clients (client-specific dashboard)
Customer-
specific view
Relevant alerts
Client-specific
product
recommendations
Ask Watson
questions in
natural language
© 2015 International Business Machines Corporation
Create personalized recommendation using broad combination of structured and
unstructured data (recommendation rationale screen)
Relevant info
about the asset Match to client
preferences
Positive outlook
from multiple
analysts
Overall high
confidence in
recommendation
© 2015 International Business Machines Corporation
This will be Watson
Sees
Hears
Experiences
Understands natural
language
Generates and
evaluates hypotheses
Adapts and learns
Reasons
Explores
Visualizes
© 2015 International Business Machines Corporation
If we really want to augment and scale human recognition, we need to re-invent how
we compute: IBM TrueNorth ‘brain-chip’ may be the answer….
© 2015 International Business Machines Corporation
Agenda
•  Cognitive Computing and Watson overview
•  Watson for Insurance and Financial Services
•  Q&A - discussion
© 2015 International Business Machines Corporation
http://ibmwatson.com
eller kontakt mig på
andersq@dk.ibm.com
2880 4705

Contenu connexe

Tendances

5733 a deep dive into IBM Watson Foundation for CSP (WFC)
5733   a deep dive into IBM Watson Foundation for CSP (WFC)5733   a deep dive into IBM Watson Foundation for CSP (WFC)
5733 a deep dive into IBM Watson Foundation for CSP (WFC)Arvind Sathi
 
Demystifying IBM Watson: Uncover the Power of Cognitive Solutions
Demystifying IBM Watson: Uncover the Power of Cognitive SolutionsDemystifying IBM Watson: Uncover the Power of Cognitive Solutions
Demystifying IBM Watson: Uncover the Power of Cognitive SolutionsPerficient, Inc.
 
Gene Villeneuve - Moving from descriptive to cognitive analytics
Gene Villeneuve - Moving from descriptive to cognitive analyticsGene Villeneuve - Moving from descriptive to cognitive analytics
Gene Villeneuve - Moving from descriptive to cognitive analyticsIBM Sverige
 
Watson and Analytics
Watson and AnalyticsWatson and Analytics
Watson and AnalyticsJorge W. Hago
 
How Watson Works
How Watson WorksHow Watson Works
How Watson Workskcortis
 
IBM Big Data Analytics - Cognitive Computing and Watson - Findability Day 2014
IBM Big Data Analytics - Cognitive Computing and Watson - Findability Day 2014IBM Big Data Analytics - Cognitive Computing and Watson - Findability Day 2014
IBM Big Data Analytics - Cognitive Computing and Watson - Findability Day 2014Findwise
 
SmartData Webinar: Cognitive Computing in the Mobile App Economy
SmartData Webinar: Cognitive Computing in the Mobile App EconomySmartData Webinar: Cognitive Computing in the Mobile App Economy
SmartData Webinar: Cognitive Computing in the Mobile App EconomyDATAVERSITY
 
IBM Academy of Technology & Cognitive Computing
IBM Academy of Technology & Cognitive ComputingIBM Academy of Technology & Cognitive Computing
IBM Academy of Technology & Cognitive ComputingNico Chillemi
 
IBM Watson Question-Answering System and Cognitive Computing
IBM Watson Question-Answering System and Cognitive ComputingIBM Watson Question-Answering System and Cognitive Computing
IBM Watson Question-Answering System and Cognitive ComputingRakuten Group, Inc.
 
Building Cognitive Solutions with Watson APIs
Building Cognitive Solutions with Watson APIsBuilding Cognitive Solutions with Watson APIs
Building Cognitive Solutions with Watson APIsJouko Poutanen
 
IBM Watson - Cognitive Robots
IBM Watson - Cognitive RobotsIBM Watson - Cognitive Robots
IBM Watson - Cognitive RobotsJouko Poutanen
 
Cognitive analytics: What's coming in 2016?
Cognitive analytics: What's coming in 2016?Cognitive analytics: What's coming in 2016?
Cognitive analytics: What's coming in 2016?IBM Analytics
 
Watson Analytics Presentation
Watson Analytics PresentationWatson Analytics Presentation
Watson Analytics Presentationfabianau
 
IBM Watson Progress and 2013 Roadmap
IBM Watson Progress and 2013 RoadmapIBM Watson Progress and 2013 Roadmap
IBM Watson Progress and 2013 RoadmapManoj Saxena
 
IBM Watson Explorer: Explore, analyze and interpret information for better bu...
IBM Watson Explorer: Explore, analyze and interpret information for better bu...IBM Watson Explorer: Explore, analyze and interpret information for better bu...
IBM Watson Explorer: Explore, analyze and interpret information for better bu...Virginia Fernandez
 
O'Reilly ebook: Machine Learning at Enterprise Scale | Qubole
O'Reilly ebook: Machine Learning at Enterprise Scale | QuboleO'Reilly ebook: Machine Learning at Enterprise Scale | Qubole
O'Reilly ebook: Machine Learning at Enterprise Scale | QuboleVasu S
 

Tendances (20)

5733 a deep dive into IBM Watson Foundation for CSP (WFC)
5733   a deep dive into IBM Watson Foundation for CSP (WFC)5733   a deep dive into IBM Watson Foundation for CSP (WFC)
5733 a deep dive into IBM Watson Foundation for CSP (WFC)
 
Demystifying IBM Watson: Uncover the Power of Cognitive Solutions
Demystifying IBM Watson: Uncover the Power of Cognitive SolutionsDemystifying IBM Watson: Uncover the Power of Cognitive Solutions
Demystifying IBM Watson: Uncover the Power of Cognitive Solutions
 
Gene Villeneuve - Moving from descriptive to cognitive analytics
Gene Villeneuve - Moving from descriptive to cognitive analyticsGene Villeneuve - Moving from descriptive to cognitive analytics
Gene Villeneuve - Moving from descriptive to cognitive analytics
 
Watson and Analytics
Watson and AnalyticsWatson and Analytics
Watson and Analytics
 
How Watson Works
How Watson WorksHow Watson Works
How Watson Works
 
IBM Watson Analytics
IBM Watson AnalyticsIBM Watson Analytics
IBM Watson Analytics
 
IBM Big Data Analytics - Cognitive Computing and Watson - Findability Day 2014
IBM Big Data Analytics - Cognitive Computing and Watson - Findability Day 2014IBM Big Data Analytics - Cognitive Computing and Watson - Findability Day 2014
IBM Big Data Analytics - Cognitive Computing and Watson - Findability Day 2014
 
SmartData Webinar: Cognitive Computing in the Mobile App Economy
SmartData Webinar: Cognitive Computing in the Mobile App EconomySmartData Webinar: Cognitive Computing in the Mobile App Economy
SmartData Webinar: Cognitive Computing in the Mobile App Economy
 
IBM Academy of Technology & Cognitive Computing
IBM Academy of Technology & Cognitive ComputingIBM Academy of Technology & Cognitive Computing
IBM Academy of Technology & Cognitive Computing
 
IBM Watson Question-Answering System and Cognitive Computing
IBM Watson Question-Answering System and Cognitive ComputingIBM Watson Question-Answering System and Cognitive Computing
IBM Watson Question-Answering System and Cognitive Computing
 
Building Cognitive Solutions with Watson APIs
Building Cognitive Solutions with Watson APIsBuilding Cognitive Solutions with Watson APIs
Building Cognitive Solutions with Watson APIs
 
IBM Watson - Cognitive Robots
IBM Watson - Cognitive RobotsIBM Watson - Cognitive Robots
IBM Watson - Cognitive Robots
 
Watson analytics
Watson analyticsWatson analytics
Watson analytics
 
Cognitive analytics: What's coming in 2016?
Cognitive analytics: What's coming in 2016?Cognitive analytics: What's coming in 2016?
Cognitive analytics: What's coming in 2016?
 
Into the Big Data Future with Watson Analytics
Into the Big Data Future with Watson AnalyticsInto the Big Data Future with Watson Analytics
Into the Big Data Future with Watson Analytics
 
Watson Analytics Presentation
Watson Analytics PresentationWatson Analytics Presentation
Watson Analytics Presentation
 
IBM Watson Progress and 2013 Roadmap
IBM Watson Progress and 2013 RoadmapIBM Watson Progress and 2013 Roadmap
IBM Watson Progress and 2013 Roadmap
 
IBM Watson Explorer: Explore, analyze and interpret information for better bu...
IBM Watson Explorer: Explore, analyze and interpret information for better bu...IBM Watson Explorer: Explore, analyze and interpret information for better bu...
IBM Watson Explorer: Explore, analyze and interpret information for better bu...
 
O'Reilly ebook: Machine Learning at Enterprise Scale | Qubole
O'Reilly ebook: Machine Learning at Enterprise Scale | QuboleO'Reilly ebook: Machine Learning at Enterprise Scale | Qubole
O'Reilly ebook: Machine Learning at Enterprise Scale | Qubole
 
Big Data Predictions ebook
Big Data Predictions ebookBig Data Predictions ebook
Big Data Predictions ebook
 

En vedette

Five keys to successful cloud migration
Five keys to successful cloud migrationFive keys to successful cloud migration
Five keys to successful cloud migrationIBM
 
Milan World Business Forum - Social Business Lessons!!!
Milan World Business Forum - Social Business Lessons!!!Milan World Business Forum - Social Business Lessons!!!
Milan World Business Forum - Social Business Lessons!!!Sandy Carter
 
Hadoop World 2011: Hadoop and Netezza Deployment Models and Case Study - Kris...
Hadoop World 2011: Hadoop and Netezza Deployment Models and Case Study - Kris...Hadoop World 2011: Hadoop and Netezza Deployment Models and Case Study - Kris...
Hadoop World 2011: Hadoop and Netezza Deployment Models and Case Study - Kris...Cloudera, Inc.
 
OpenPOWER SC16 Recap: Day 1
OpenPOWER SC16 Recap: Day 1OpenPOWER SC16 Recap: Day 1
OpenPOWER SC16 Recap: Day 1OpenPOWERorg
 
Insure Tech Case Study
Insure Tech Case StudyInsure Tech Case Study
Insure Tech Case StudyTrung Pham Bao
 
360 Analytics - Hospitality Business Analytics by buuteeq
360 Analytics - Hospitality Business Analytics by buuteeq360 Analytics - Hospitality Business Analytics by buuteeq
360 Analytics - Hospitality Business Analytics by buuteeqbuuteeq, inc.
 
Keynote: why are Innovations critical for Banks & Insurances?
Keynote: why are Innovations critical for  Banks & Insurances?Keynote: why are Innovations critical for  Banks & Insurances?
Keynote: why are Innovations critical for Banks & Insurances?Stefan F. Dieffenbacher
 
Enabling Cognitive Workloads on the Cloud: GPUs with Mesos, Docker and Marath...
Enabling Cognitive Workloads on the Cloud: GPUs with Mesos, Docker and Marath...Enabling Cognitive Workloads on the Cloud: GPUs with Mesos, Docker and Marath...
Enabling Cognitive Workloads on the Cloud: GPUs with Mesos, Docker and Marath...Indrajit Poddar
 
Machine Learning and The Big Data Revolution
Machine Learning and The Big Data RevolutionMachine Learning and The Big Data Revolution
Machine Learning and The Big Data RevolutionRob Thomas
 
IBM Watson Technical Deep Dive Swiss Group for Artificial Intelligence and Co...
IBM Watson Technical Deep Dive Swiss Group for Artificial Intelligence and Co...IBM Watson Technical Deep Dive Swiss Group for Artificial Intelligence and Co...
IBM Watson Technical Deep Dive Swiss Group for Artificial Intelligence and Co...Romeo Kienzler
 
New concept Information systems
New concept Information systemsNew concept Information systems
New concept Information systemsmohanraj123
 
CREATING AN AGILE BANCASSURANCE PLATFORM
CREATING AN AGILE BANCASSURANCE PLATFORMCREATING AN AGILE BANCASSURANCE PLATFORM
CREATING AN AGILE BANCASSURANCE PLATFORMAjay Kukreja
 
The cognitive bank ibm launch deck 2016
The cognitive bank ibm launch deck 2016The cognitive bank ibm launch deck 2016
The cognitive bank ibm launch deck 2016Charlie Chan
 
Insurtech is the place to be - 3 Reasons
Insurtech is the place to be - 3 ReasonsInsurtech is the place to be - 3 Reasons
Insurtech is the place to be - 3 ReasonsDr. Tina Ruseva
 
PythonでDeepLearningを始めるよ
PythonでDeepLearningを始めるよPythonでDeepLearningを始めるよ
PythonでDeepLearningを始めるよTanaka Yuichi
 
IBM Watson Health: How cognitive technologies have begun transforming clinica...
IBM Watson Health: How cognitive technologies have begun transforming clinica...IBM Watson Health: How cognitive technologies have begun transforming clinica...
IBM Watson Health: How cognitive technologies have begun transforming clinica...Maged N. Kamel Boulos
 
人工知能技術のエンタープライズシステムへの適用
人工知能技術のエンタープライズシステムへの適用人工知能技術のエンタープライズシステムへの適用
人工知能技術のエンタープライズシステムへの適用Miki Yutani
 

En vedette (20)

Five keys to successful cloud migration
Five keys to successful cloud migrationFive keys to successful cloud migration
Five keys to successful cloud migration
 
Milan World Business Forum - Social Business Lessons!!!
Milan World Business Forum - Social Business Lessons!!!Milan World Business Forum - Social Business Lessons!!!
Milan World Business Forum - Social Business Lessons!!!
 
Hadoop World 2011: Hadoop and Netezza Deployment Models and Case Study - Kris...
Hadoop World 2011: Hadoop and Netezza Deployment Models and Case Study - Kris...Hadoop World 2011: Hadoop and Netezza Deployment Models and Case Study - Kris...
Hadoop World 2011: Hadoop and Netezza Deployment Models and Case Study - Kris...
 
OpenPOWER SC16 Recap: Day 1
OpenPOWER SC16 Recap: Day 1OpenPOWER SC16 Recap: Day 1
OpenPOWER SC16 Recap: Day 1
 
Insure Tech Case Study
Insure Tech Case StudyInsure Tech Case Study
Insure Tech Case Study
 
360 Analytics - Hospitality Business Analytics by buuteeq
360 Analytics - Hospitality Business Analytics by buuteeq360 Analytics - Hospitality Business Analytics by buuteeq
360 Analytics - Hospitality Business Analytics by buuteeq
 
Exponential - CI Guide
Exponential - CI GuideExponential - CI Guide
Exponential - CI Guide
 
Keynote: why are Innovations critical for Banks & Insurances?
Keynote: why are Innovations critical for  Banks & Insurances?Keynote: why are Innovations critical for  Banks & Insurances?
Keynote: why are Innovations critical for Banks & Insurances?
 
Enabling Cognitive Workloads on the Cloud: GPUs with Mesos, Docker and Marath...
Enabling Cognitive Workloads on the Cloud: GPUs with Mesos, Docker and Marath...Enabling Cognitive Workloads on the Cloud: GPUs with Mesos, Docker and Marath...
Enabling Cognitive Workloads on the Cloud: GPUs with Mesos, Docker and Marath...
 
Machine Learning and The Big Data Revolution
Machine Learning and The Big Data RevolutionMachine Learning and The Big Data Revolution
Machine Learning and The Big Data Revolution
 
IBM Watson Technical Deep Dive Swiss Group for Artificial Intelligence and Co...
IBM Watson Technical Deep Dive Swiss Group for Artificial Intelligence and Co...IBM Watson Technical Deep Dive Swiss Group for Artificial Intelligence and Co...
IBM Watson Technical Deep Dive Swiss Group for Artificial Intelligence and Co...
 
New concept Information systems
New concept Information systemsNew concept Information systems
New concept Information systems
 
fintechshapingthefuture
fintechshapingthefuturefintechshapingthefuture
fintechshapingthefuture
 
CREATING AN AGILE BANCASSURANCE PLATFORM
CREATING AN AGILE BANCASSURANCE PLATFORMCREATING AN AGILE BANCASSURANCE PLATFORM
CREATING AN AGILE BANCASSURANCE PLATFORM
 
InsureTech ATX
InsureTech  ATXInsureTech  ATX
InsureTech ATX
 
The cognitive bank ibm launch deck 2016
The cognitive bank ibm launch deck 2016The cognitive bank ibm launch deck 2016
The cognitive bank ibm launch deck 2016
 
Insurtech is the place to be - 3 Reasons
Insurtech is the place to be - 3 ReasonsInsurtech is the place to be - 3 Reasons
Insurtech is the place to be - 3 Reasons
 
PythonでDeepLearningを始めるよ
PythonでDeepLearningを始めるよPythonでDeepLearningを始めるよ
PythonでDeepLearningを始めるよ
 
IBM Watson Health: How cognitive technologies have begun transforming clinica...
IBM Watson Health: How cognitive technologies have begun transforming clinica...IBM Watson Health: How cognitive technologies have begun transforming clinica...
IBM Watson Health: How cognitive technologies have begun transforming clinica...
 
人工知能技術のエンタープライズシステムへの適用
人工知能技術のエンタープライズシステムへの適用人工知能技術のエンタープライズシステムへの適用
人工知能技術のエンタープライズシステムへの適用
 

Similaire à Cognitive computing in Insurance

Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insuranceEric Roselier
 
Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insuranceJeremy Dormand
 
Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insuranceVincent Bellamy
 
Ibm Cognitive Computing Insurance
Ibm Cognitive Computing InsuranceIbm Cognitive Computing Insurance
Ibm Cognitive Computing InsuranceVirginia Fernandez
 
Cognitive Computing in Insurance: Going Beyond Predictive Analytics
Cognitive Computing in Insurance: Going Beyond Predictive AnalyticsCognitive Computing in Insurance: Going Beyond Predictive Analytics
Cognitive Computing in Insurance: Going Beyond Predictive Analyticsinsurance_thought_leadership
 
Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insuranceEdouard RIVOAL
 
Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insuranceYann Lecourt
 
Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insuranceMathieu Boucher
 
Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insuranceMAUD SPINACE
 
The transformation of leadership
The transformation of leadershipThe transformation of leadership
The transformation of leadershipFriedel Jonker
 
Analytics et Big Data. Vers une informatique cognitive et Watson. [#CloudAcce...
Analytics et Big Data. Vers une informatique cognitive et Watson. [#CloudAcce...Analytics et Big Data. Vers une informatique cognitive et Watson. [#CloudAcce...
Analytics et Big Data. Vers une informatique cognitive et Watson. [#CloudAcce...IBM France PME-ETI
 
IBM Watson Innovation Day Boston
IBM Watson Innovation Day BostonIBM Watson Innovation Day Boston
IBM Watson Innovation Day BostonIBM Watson
 
Watson DevCon 2016 - From Jeopardy! to the Future
Watson DevCon 2016 - From Jeopardy! to the FutureWatson DevCon 2016 - From Jeopardy! to the Future
Watson DevCon 2016 - From Jeopardy! to the FutureIBM Watson
 
Driving the Future of Sales Operations
Driving the Future of Sales OperationsDriving the Future of Sales Operations
Driving the Future of Sales OperationsApttus
 
What has IBM Watson been up to since the Jeopardy! challenge?
What has IBM Watson been up to since the Jeopardy! challenge?What has IBM Watson been up to since the Jeopardy! challenge?
What has IBM Watson been up to since the Jeopardy! challenge?Raul Chong
 
Datawise Group Profile
Datawise Group ProfileDatawise Group Profile
Datawise Group ProfileVinay Kumar
 
Slides building a customer-obsessed enterprise
Slides   building a customer-obsessed enterpriseSlides   building a customer-obsessed enterprise
Slides building a customer-obsessed enterpriseQualtrics
 
Building a Customer-Obsessed Enterprise (Webinar Slides)
Building a Customer-Obsessed Enterprise (Webinar Slides)Building a Customer-Obsessed Enterprise (Webinar Slides)
Building a Customer-Obsessed Enterprise (Webinar Slides)Qualtrics
 

Similaire à Cognitive computing in Insurance (20)

Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insurance
 
IBM - Cognitive Computing in Insurance
IBM - Cognitive Computing in InsuranceIBM - Cognitive Computing in Insurance
IBM - Cognitive Computing in Insurance
 
Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insurance
 
Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insurance
 
Ibm Cognitive Computing Insurance
Ibm Cognitive Computing InsuranceIbm Cognitive Computing Insurance
Ibm Cognitive Computing Insurance
 
Cognitive Computing in Insurance: Going Beyond Predictive Analytics
Cognitive Computing in Insurance: Going Beyond Predictive AnalyticsCognitive Computing in Insurance: Going Beyond Predictive Analytics
Cognitive Computing in Insurance: Going Beyond Predictive Analytics
 
Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insurance
 
Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insurance
 
Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insurance
 
Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insurance
 
Cognitive computing insurance
Cognitive computing insuranceCognitive computing insurance
Cognitive computing insurance
 
The transformation of leadership
The transformation of leadershipThe transformation of leadership
The transformation of leadership
 
Analytics et Big Data. Vers une informatique cognitive et Watson. [#CloudAcce...
Analytics et Big Data. Vers une informatique cognitive et Watson. [#CloudAcce...Analytics et Big Data. Vers une informatique cognitive et Watson. [#CloudAcce...
Analytics et Big Data. Vers une informatique cognitive et Watson. [#CloudAcce...
 
IBM Watson Innovation Day Boston
IBM Watson Innovation Day BostonIBM Watson Innovation Day Boston
IBM Watson Innovation Day Boston
 
Watson DevCon 2016 - From Jeopardy! to the Future
Watson DevCon 2016 - From Jeopardy! to the FutureWatson DevCon 2016 - From Jeopardy! to the Future
Watson DevCon 2016 - From Jeopardy! to the Future
 
Driving the Future of Sales Operations
Driving the Future of Sales OperationsDriving the Future of Sales Operations
Driving the Future of Sales Operations
 
What has IBM Watson been up to since the Jeopardy! challenge?
What has IBM Watson been up to since the Jeopardy! challenge?What has IBM Watson been up to since the Jeopardy! challenge?
What has IBM Watson been up to since the Jeopardy! challenge?
 
Datawise Group Profile
Datawise Group ProfileDatawise Group Profile
Datawise Group Profile
 
Slides building a customer-obsessed enterprise
Slides   building a customer-obsessed enterpriseSlides   building a customer-obsessed enterprise
Slides building a customer-obsessed enterprise
 
Building a Customer-Obsessed Enterprise (Webinar Slides)
Building a Customer-Obsessed Enterprise (Webinar Slides)Building a Customer-Obsessed Enterprise (Webinar Slides)
Building a Customer-Obsessed Enterprise (Webinar Slides)
 

Plus de Anders Quitzau

Social Business & Innovation in IBM - CBS 2016
Social Business & Innovation in IBM  - CBS 2016 Social Business & Innovation in IBM  - CBS 2016
Social Business & Innovation in IBM - CBS 2016 Anders Quitzau
 
Big data in foods & IBM Chef Watson agrofood park
Big data in foods  & IBM Chef Watson    agrofood parkBig data in foods  & IBM Chef Watson    agrofood park
Big data in foods & IBM Chef Watson agrofood parkAnders Quitzau
 
AU - ibm innovation quitzau 30 04-2015
AU -  ibm innovation quitzau 30 04-2015AU -  ibm innovation quitzau 30 04-2015
AU - ibm innovation quitzau 30 04-2015Anders Quitzau
 
Big Data Analytics in Energy & Utilities
Big Data Analytics in Energy & UtilitiesBig Data Analytics in Energy & Utilities
Big Data Analytics in Energy & UtilitiesAnders Quitzau
 
How IBM innovates dec 2013 - the front end of innovation in IBM
How IBM innovates   dec 2013 - the front end of innovation in IBMHow IBM innovates   dec 2013 - the front end of innovation in IBM
How IBM innovates dec 2013 - the front end of innovation in IBMAnders Quitzau
 
Smarter Care - transforming the healthcare sector with IT (Danish Language)
Smarter Care - transforming the healthcare sector with IT (Danish Language)Smarter Care - transforming the healthcare sector with IT (Danish Language)
Smarter Care - transforming the healthcare sector with IT (Danish Language)Anders Quitzau
 
Open innovation in a globalized world @ IBM
Open innovation in a globalized world @ IBMOpen innovation in a globalized world @ IBM
Open innovation in a globalized world @ IBMAnders Quitzau
 
2013 21 05_smarter_cities_spc2u
2013 21 05_smarter_cities_spc2u2013 21 05_smarter_cities_spc2u
2013 21 05_smarter_cities_spc2uAnders Quitzau
 
IBM Watson in Healthcare
IBM Watson in HealthcareIBM Watson in Healthcare
IBM Watson in HealthcareAnders Quitzau
 
IT Forum 26.09.12 - Byerne - fremtidens Mekka for IT
IT Forum 26.09.12 - Byerne - fremtidens Mekka for ITIT Forum 26.09.12 - Byerne - fremtidens Mekka for IT
IT Forum 26.09.12 - Byerne - fremtidens Mekka for ITAnders Quitzau
 
Cbs social media & innovation in ibm anders quitzau copy
Cbs social media & innovation in ibm  anders quitzau copyCbs social media & innovation in ibm  anders quitzau copy
Cbs social media & innovation in ibm anders quitzau copyAnders Quitzau
 
DK IBM global entrepreneur program overview April 2012
DK IBM global entrepreneur program overview April  2012DK IBM global entrepreneur program overview April  2012
DK IBM global entrepreneur program overview April 2012Anders Quitzau
 
Collaborative innovation in IBM
Collaborative innovation in IBMCollaborative innovation in IBM
Collaborative innovation in IBMAnders Quitzau
 
Cbs essay comp smarter planet
Cbs essay comp smarter planetCbs essay comp smarter planet
Cbs essay comp smarter planetAnders Quitzau
 
Trends in content analytics
Trends in content analyticsTrends in content analytics
Trends in content analyticsAnders Quitzau
 

Plus de Anders Quitzau (17)

Social Business & Innovation in IBM - CBS 2016
Social Business & Innovation in IBM  - CBS 2016 Social Business & Innovation in IBM  - CBS 2016
Social Business & Innovation in IBM - CBS 2016
 
Big data in foods & IBM Chef Watson agrofood park
Big data in foods  & IBM Chef Watson    agrofood parkBig data in foods  & IBM Chef Watson    agrofood park
Big data in foods & IBM Chef Watson agrofood park
 
AU - ibm innovation quitzau 30 04-2015
AU -  ibm innovation quitzau 30 04-2015AU -  ibm innovation quitzau 30 04-2015
AU - ibm innovation quitzau 30 04-2015
 
Big Data Analytics in Energy & Utilities
Big Data Analytics in Energy & UtilitiesBig Data Analytics in Energy & Utilities
Big Data Analytics in Energy & Utilities
 
How IBM innovates dec 2013 - the front end of innovation in IBM
How IBM innovates   dec 2013 - the front end of innovation in IBMHow IBM innovates   dec 2013 - the front end of innovation in IBM
How IBM innovates dec 2013 - the front end of innovation in IBM
 
Smarter Care - transforming the healthcare sector with IT (Danish Language)
Smarter Care - transforming the healthcare sector with IT (Danish Language)Smarter Care - transforming the healthcare sector with IT (Danish Language)
Smarter Care - transforming the healthcare sector with IT (Danish Language)
 
Open innovation in a globalized world @ IBM
Open innovation in a globalized world @ IBMOpen innovation in a globalized world @ IBM
Open innovation in a globalized world @ IBM
 
2013 21 05_smarter_cities_spc2u
2013 21 05_smarter_cities_spc2u2013 21 05_smarter_cities_spc2u
2013 21 05_smarter_cities_spc2u
 
IBM Watson in Healthcare
IBM Watson in HealthcareIBM Watson in Healthcare
IBM Watson in Healthcare
 
IBM Open Data
IBM Open DataIBM Open Data
IBM Open Data
 
IT Forum 26.09.12 - Byerne - fremtidens Mekka for IT
IT Forum 26.09.12 - Byerne - fremtidens Mekka for ITIT Forum 26.09.12 - Byerne - fremtidens Mekka for IT
IT Forum 26.09.12 - Byerne - fremtidens Mekka for IT
 
Cfir aim 10. maj 2012
Cfir aim 10. maj 2012Cfir aim 10. maj 2012
Cfir aim 10. maj 2012
 
Cbs social media & innovation in ibm anders quitzau copy
Cbs social media & innovation in ibm  anders quitzau copyCbs social media & innovation in ibm  anders quitzau copy
Cbs social media & innovation in ibm anders quitzau copy
 
DK IBM global entrepreneur program overview April 2012
DK IBM global entrepreneur program overview April  2012DK IBM global entrepreneur program overview April  2012
DK IBM global entrepreneur program overview April 2012
 
Collaborative innovation in IBM
Collaborative innovation in IBMCollaborative innovation in IBM
Collaborative innovation in IBM
 
Cbs essay comp smarter planet
Cbs essay comp smarter planetCbs essay comp smarter planet
Cbs essay comp smarter planet
 
Trends in content analytics
Trends in content analyticsTrends in content analytics
Trends in content analytics
 

Dernier

How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.Curtis Poe
 
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxThe Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxLoriGlavin3
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionDilum Bandara
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek SchlawackFwdays
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxLoriGlavin3
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024Lonnie McRorey
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxNavinnSomaal
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxLoriGlavin3
 

Dernier (20)

How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.
 
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxThe Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An Introduction
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
DMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special EditionDMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special Edition
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptx
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
 

Cognitive computing in Insurance

  • 1. © 2015 International Business Machines Corporation Cognitive Computing - in insurance Forsikringsselskabernes PlanlægningsUdvalg - January 26, 2014 Anders Quitzau Innovation Exec & Watson Advocate
  • 2. © 2015 International Business Machines Corporation Agenda •  Cognitive Computing and Watson overview •  Watson for Insurance and Financial Services •  Q&A - discussion
  • 3. © 2015 International Business Machines Corporation Tabulating Systems Era Programmable Systems Era Cognitive Systems Era 1900 1950 2011 Cognitive Computing is a new era of computing
  • 4. © 2015 International Business Machines Corporation Cognitive computing promises a new partnership between human and computers Scale expertise by elevating the consistency and objectivity of decision making across an organization. Enhance the cognitive process of professionals to strengthen decision making in the moment Accelerate development of expertise in others by capturing the expertise of top performers
  • 5. © 2015 International Business Machines Corporation Cognitive systems expand the problems we can address Programmatic Systems Cognitive Systems •  Leverage traditional data sources •  Follow pre-defined rules (programs) •  Provide the same output to all users •  Are taught, not programmed •  Learn and improve based on experience •  Interpret sensory and non-traditional data •  Relate to each of us as individuals •  Allow us to expand and scale our own thinking
  • 6. © 2015 International Business Machines Corporation Cognitive systems learns and evaluates like we do Study Apprentice Practice Master Ingest Learn Test Experience
  • 7. © 2015 International Business Machines Corporation IBM’s answer to the new era, Watson, is a cognitive learning system that enhances our abilities to perceive, reason, and relate Perceiving: Watson understands the world as we do: it interprets sensory input beyond traditional data Reasoning: Watson thinks through complex problems: it deepens our analysis and inspires creativity Relating: Watson understands how we communicate, and personalizes its interactions with each of us Learning: Watson learns from every interaction, scaling our ability build experience
  • 8. © 2015 International Business Machines Corporation Why is it so hard for computers to understand us? Person Organization L. Gerstner IBM J. Welch GE W. Gates Microsoft “If leadership is an art then surely Jack has proved himself a master painter during his tenure at this company” Welch ran this? §  Noses that run and feet that smell? §  How can a house burn up as it burns down? §  How can I fill in a form that I am asked to fill-out? §  Where is Paris Hilton? NLP Machine Learning
  • 9. © 2015 International Business Machines Corporation Answer Scoring Models Responses with Confidence Inquiry Evidence Sources Models Models Models Models ModelsPrimary Search Candidate Answer Generation Hypothesis Generation Hypothesis and Evidence Scoring Final Confidence Merging & Ranking Synthesis Answer Sources Inquiry/Topic Analysis Evidence Retrieval Deep Evidence Scoring Learned Models help combine and weigh the Evidence Hypothesis Generation Hypothesis and Evidence Scoring Inquiry Decomposition How Watson Works 1000’s of Pieces of Evidence Multiple Interpretations of a question 100,000’s Scores from many Deep Analysis Algorithms 100’s sources 100’s Possible Answers Balance & Combine
  • 10. © 2015 International Business Machines Corporation
  • 11. © 2015 International Business Machines Corporation
  • 12. © 2015 International Business Machines Corporation R&D Demonstration Validation Research Project 2006 – 2010 Jeopardy! Grand Challenge 2011 Internal Startup Division 2011 – 2013 IBM Watson Group 2014 – present Commercialization •  $1B Investment •  $100M for Ecosystem •  NYC Headquarters Watson has graduated from a startup to a full-fledged business
  • 13. © 2015 International Business Machines Corporation IBM Watson Advisors IBM Watson Solutions IBM Watson Foundations IBM Watson Cognitive Fabric Provides the big data and analytics capabilities that fuel Watson Products based on Watson’s core attributes and capabilities APIs, tools, methodologies, SDKs, and infrastructure that fuels Watson Customized solutions designed to meet some of industries most demanding needs leveraging cognitive capabilities IBM Watson Ecosystems The Watson Developer Cloud, Watson Content Store and Watson Talent Hub driving innovation from partners The Watson Family
  • 14. © 2015 International Business Machines Corporation Agenda •  Cognitive Computing and Watson overview •  Watson for Insurance and Financial Services •  Q&A - discussion
  • 15. © 2015 International Business Machines Corporation Customer expectations are shaped by experiences outside of Insurance Pressure of competition is putting a lot of focus on customer experience Advisors and Managers are challenged to keep up with data explosion Customers are informed better than ever with “Google knowledge” Customers expect transparent, evidence- based recommendation Quality of advice varies Pace of innovation is accelerating Regulations increasing in volume and complexity Additional scrutiny increasing time spent on compliance, and cost Insurance industry trends – Imagine if… Client Engagement Analysis / Discovery Decision Policy / Compliance   Watson  enables  advisors  to   deliver  cost-­‐effec2ve   personalized  advice   Watson  supports  Analysts  and   advisors  by  pre-­‐reading  1000s   of  pages  of  relevant  info     Watson  uses  structured  and   unstructured  informa2on  to   provide  proac2ve,  transparent,   evidence-­‐based  advice     Watson  helps  evaluate   decisions  against  relevant   policies  &  guidelines  
  • 16. © 2015 International Business Machines Corporation Financial Services solutions map into “patterns” Engagement Discovery Policy Decision Explore / analyze Pattern Description Client success stories Leading customer service firm, USAA, introduced Watson to answer questions from members Digital engagement with clients to answer questions, execute actions, and provide recommendations Leading drug discovery firm, Baylor, publishes breakthrough in protein targeting Explore questions not yet answered Memorial Sloan Kettering Cancer Center partnered with IBM to build an Oncology solution Help evaluate possible options to come up with the right decision IBM partnered with Wellpoint to accelerate pre- approval decisions Help understand if a particular action is compliant with relevant policies 700+ clients using the product across industriesSearch, consolidate and analyze enterprise data
  • 17. © 2015 International Business Machines Corporation Insurance and Financial Services solutions map into “patterns” Engagement Discovery Policy Decision Explore / analyze Pattern Example solutions Watson Insurance Advisor Watson Discovery Advisor for Pharma Watson Oncology Advisor Watson Policy Advisor for insurance pre-approvals Watson Explorer/Watson Analytics / Watson Content analytics (x-industry) Watson for Wealth Management Watson Discovery Advisor for Gov’t Watson Discovery Advisor for financial services (emerging) Watson for Regulatory Compliance (emerging) Watson Engagement Advisor (x-industry) Watson Policy Advisor for Clinical Trial Matching Watson for Retail Banking F & I services solutions 1 3 4 5 2
  • 18. © 2015 International Business Machines Corporation
  • 19. © 2015 International Business Machines Corporation Self-service User Experience Journey Here is what you are looking for Here it is. Shall I complete the task for you? Have you thought about this? How did it go? Can I assist with these next steps?Knowledge Expert Empowered Assistant Personal Advisor Ask a question Get answers Ask a question Get answers Get action Ask a question Get answers Get action Get suggestions Get follow-up
  • 20. © 2015 International Business Machines Corporation Demo
  • 21. © 2015 International Business Machines Corporation USAA case study IBM’s Watson Engagement Advisor will answer military separation-related questions on topics such as job searching, home purchasing, military benefits and more. Members "Ask Watson" as they prepare to transition to civilian life
  • 22. © 2015 International Business Machines Corporation Policy Pattern
  • 23. © 2015 International Business Machines Corporation Example use case: Medical procedure approval by Healthcare Payer Decision Input Case ‘Policy’ Policy Advice Expected Can I approve the procedure being requested? Clinical data (structured and unstructured) from a provider’s office requesting a procedure Payer medical policies and guidelines •  Approve, medically necessary •  Reject, not compliant with policies •  Need MD review, ambiguity in request / policy (specify what information is needed)
  • 24. © 2015 International Business Machines Corporation Multi page unstructured text case input Structured data as part of case input
  • 25. © 2015 International Business Machines Corporation 1. Identify the applicable policies 2. Evaluate the case against appropriate criteria from the policies Identify relevant evidence
  • 26. © 2015 International Business Machines Corporation Generate summary of case evaluation
  • 27. © 2015 International Business Machines Corporation Combination of multiple patterns
  • 28. © 2015 International Business Machines Corporation Watson Wealth Management for DBS Banking clients at DBS will soon get investing advice from Watson, the same IBM technology that triumphed over human “Jeopardy!” contestants. The Singapore based bank plans to begin using the tool, which can answer questions in conversational language and learn from responses, in the second half of 2014 to aid financial planners in guiding its wealth management’s units affluent customers. Watson will analyze large volumes of financial data to help DBS, Southeast Asia’s largest lender, offer more customized service. Watson will throw up its suggestions after “ingesting” thousand of research reports, product information and customer profiles, more than what a wealth management expert can handle handle, DBS said. DBS will also leverage a comprehensive portfolio of IBM solutions which include business consulting, advanced analytics, hardware and IBM Research assets to further augment the power of Watson . By bringing together all of these capabilities, DBS will be uniquely positioned as the first bank in Asia to execute a project of this kind.33
  • 29. © 2015 International Business Machines Corporation Watson for Wealth Management helps wealth advisor better serve their clients (advisor dashboard) Key upcoming activities Client list Relevant alerts affecting clients Relevant news Ask Watson questions in natural language
  • 30. © 2015 International Business Machines Corporation Watson for Wealth Management helps wealth advisor better serve their clients (client-specific dashboard) Customer- specific view Relevant alerts Client-specific product recommendations Ask Watson questions in natural language
  • 31. © 2015 International Business Machines Corporation Create personalized recommendation using broad combination of structured and unstructured data (recommendation rationale screen) Relevant info about the asset Match to client preferences Positive outlook from multiple analysts Overall high confidence in recommendation
  • 32. © 2015 International Business Machines Corporation This will be Watson Sees Hears Experiences Understands natural language Generates and evaluates hypotheses Adapts and learns Reasons Explores Visualizes
  • 33. © 2015 International Business Machines Corporation If we really want to augment and scale human recognition, we need to re-invent how we compute: IBM TrueNorth ‘brain-chip’ may be the answer….
  • 34. © 2015 International Business Machines Corporation Agenda •  Cognitive Computing and Watson overview •  Watson for Insurance and Financial Services •  Q&A - discussion
  • 35. © 2015 International Business Machines Corporation http://ibmwatson.com eller kontakt mig på andersq@dk.ibm.com 2880 4705