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© 2016 International Business Machines Corporation
IBM Watson:
Create the Future Today!
Neil Sahota ( 萨冠军 )
06/16/2017
2 © 2016 International Business Machines Corporation
Introduction - Neil Sahota ( 萨冠军 )
 IBM Master Inventor
 WW Business Development Lead– IBM Watson Group
 Works with Global Fortune 500 clients and high growth business partners to ideate next
generation products/solutions powered by Watson
 Identify target markets, develop business cases, establish market launch strategy
 Industries: healthcare, life sciences, supply chain, travel and transportation, energy and
utilities, retail, automotive, telecommunications, media/communication, and government
 Business mentor for IBM Extreme Blue (incubator for new product development)
 Tech Coast Angel
 Cove Fund Investment Committee
 Professor at the Merage School of Business
3 © 2016 International Business Machines Corporation
Hello Computer!
https://www.youtube.com/watch?v=hShY6xZWVGE
4 © 2016 International Business Machines Corporation
We’ve come a long way…
Imagination Innovation
… and this is only the beginning!
5 © 2016 International Business Machines Corporation
Transform Today
6 © 2016 International Business Machines Corporation
7 © 2016 International Business Machines Corporation
A Brief History of IBM Watson
IBM Research
Project
(2006 - )
Jeopardy!
Grand
Challenge
(Feb 2011)
Watson
for
Healthcare
(Aug 2011)
Watson
Industry
Solutions
(2012 - )
R&D
Demonstration
Commercialization
Cross-industry
Scale up
New class of industry
specific business
analytics solutions
that leverage Big Data
8 © 2016 International Business Machines Corporation
Cognitive computing
 Cognitive computing and cognitive based systems accelerate, enhance
and scale human expertise by:
Learning and building knowledge,
Understanding natural language and
Interacting more naturally with humans than traditional programmable systems
 Over time, cognitive systems will simulate more of how the brain actually
works and help us solve the world's most complex problems by penetrating
the complexity of Big Data
käg-nə-tiv (adjective): of, relating to, or involving conscious mental
activities (such as thinking, understanding, learning, and
remembering)
9 © 2016 International Business Machines Corporation
Medical information
is doubling every 5
years, much of
which is
unstructured
81% of physicians
report spending 5
hours or less per
month reading
medical journals
The Healthcare Industry is beset with some of the most complex
information challenges we collectively face
Source: International Journal of Circumpolar Health, DoctorDirectory.com, Institute for Medicine"
“Medicine has become too complex (and only) about 20% of the knowledge clinicians use
today is evidence-based.” -----Steven Shapiro, Chief Medical Officer, UPMC
10 © 2016 International Business Machines Corporation
Putting the Pieces Together at Point of Impact
Can Be Life Changing
Symptoms
UTI
Diabetes
Influenza
hypokalemia
Renal failure
no abdominal pain
no back pain
no cough
no diarrhea
(Thyroid Autoimmune)
Esophagitis
pravastatin
Alendronate
levothyroxine
hydroxychloroquine
Diagnosis Models
frequent UTI
cutaneous lupus
hyperlipidemia
osteoporosis
hypothyroidism
SymptomsFam.History
Pat.History
MedicationsFindings
Confidence
difficulty swallowing
dizziness
anorexia
fever
dry mouth
thirst
frequent urination
Family
History
Graves’ Disease
Oral cancer
Bladder cancer
Hemochromatosis
Purpura
Patient
HistoryMedicationsFindings
supine 120/80 mm HG
urine dipstick:
leukocyte esterase
urine culture: E. Coli
heart rate: 88 bpm
Symptoms
A 58-year-old woman complains of
dizziness, anorexia, dry mouth, increased
thirst, and frequent urination. She had
also had a fever. She reported no pain in
her abdomen, back, and no cough, or
diarrhea.
A 58-year-old woman presented to her
primary care physician after several days
of dizziness, anorexia, dry mouth,
increased thirst, and frequent urination.
She had also had a fever and reported
that food would “get stuck” when she was
swallowing. She reported no pain in her
abdomen, back, or flank and no cough,
shortness of breath, diarrhea, or dysuria
Family
History
Her family history included oral and
bladder cancer in her mother, Graves'
disease in two sisters, hemochromatosis
in one sister, and idiopathic
thrombocytopenic purpura in one sister
Patient History
Her history was notable for cutaneous
lupus, hyperlipidemia, osteoporosis,
frequent urinary tract infections, a left
oophorectomy for a benign cyst, and
primary hypothyroidism, diagnosed a
year earlier
Her medications were levothyroxine,
hydroxychloroquine, pravastatin, and
alendronate.
MedicationsFindings
A urine dipstick was positive for
leukocyte esterase and nitrites. The
patient given a
prescription fo ciprofloxacin for a
urinary tract infection. 3 days later,
patient reported weakness and
dizziness. Her supine blood pressure
was 120/80 mm Hg, and pulse was
88.
• Extract Symptoms from record
• Use paraphrasings mined from text to handle alternate
phrasings and variants
• Perform broad search for possible diagnoses
• Score Confidence in each diagnosis based on
evidence so far
• Extract Symptoms from record
• Use paraphrasings mined from text to handle alternate
phrasings and variants
• Perform broad search for possible diagnoses
• Score Confidence in each diagnosis based on
evidence so far
• Identify negative Symptoms
• Reason with mined relations to explain away
symptoms (thirst is consistent w/ UTI)
• Identify negative Symptoms
• Reason with mined relations to explain away
symptoms (thirst is consistent w/ UTI)
• Extract Family History
• Use Medical Taxonomies to generalize medical
conditions to the granularity used by the models
• Extract Family History
• Use Medical Taxonomies to generalize medical
conditions to the granularity used by the models
• Extract Patient History• Extract Patient History• Extract Medications
• Use database of drug side-effects
• Together, multiple diagnoses may best explain
symptoms
• Extract Findings: Confirms that UTI was present
• Extract Medications
• Use database of drug side-effects
• Together, multiple diagnoses may best explain
symptoms
• Extract Findings: Confirms that UTI was present
Most Confident Diagnosis: DiabetesMost Confident Diagnosis: UTIMost Confident Diagnosis: EsophagitisMost Confident Diagnosis: Influenza
11 © 2016 International Business Machines Corporation
Video
Cognitive Dance Party
https://www.youtube.com/watch?v=rMqrs3nBU10
12 © 2016 International Business Machines Corporation
IBM Watson Cybersecurity
13 © 2016 International Business Machines Corporation
Why Cognitive Computing?
 Need to tackle a new class of complex problems
 Ambiguous
 Uncertain
 Focus on “best” rather than “right”
 Understand how to marry dynamic, information-rich, and shifting
situations with business needs
 Understanding interactions, not just requirements
14 © 2016 International Business Machines Corporation
IBM Watson
IBM Watson Developer Cloud
http://www.ibm.com/smarterplanet/us/en/ibmwatson/developercloud/
IBM Watson Products
 Watson Wealth Manager
 Watson Explorer
 Watson Discovery Advisor
 Watson Knowledge Studio
 Watson Engagement Advisor
 Watson for Oncology
 Watson Clinical Trial Matching
15 © 2016 International Business Machines Corporation
IBM Watson in Action
16 © 2016 International Business Machines Corporation
AI in Action
Financial
Services
Digital
Marketing
Education
Talent
Management
Sports
Healthcare
17 © 2016 International Business Machines Corporation
Watson Beat
Watson Beat - Startup fest Europe
https://www.youtube.com/watch?v=C0bAVSgSN5U
18 © 2016 International Business Machines Corporation
IBM Watson Examples
Meet the World's 1st
Robotic Lawyer,
ROSS
https://www.youtube.com/wa
tch?v=sbwEO8-Vox0
Watson Analytics:
International Real
Estate Agent
https://www.youtube.com/watch?
v=mvJkkSq7_dE
19 © 2016 International Business Machines Corporation
Example
Two Truths & A Lie with Watson
https://www.2truthswithwatson.com/
20 © 2016 International Business Machines Corporation
Demo
IBM Watson Celebrity Match
21 © 2016 International Business Machines Corporation
How would you use IBM Watson?
22 © 2016 International Business Machines Corporation

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  • 1. © 2016 International Business Machines Corporation IBM Watson: Create the Future Today! Neil Sahota ( 萨冠军 ) 06/16/2017
  • 2. 2 © 2016 International Business Machines Corporation Introduction - Neil Sahota ( 萨冠军 )  IBM Master Inventor  WW Business Development Lead– IBM Watson Group  Works with Global Fortune 500 clients and high growth business partners to ideate next generation products/solutions powered by Watson  Identify target markets, develop business cases, establish market launch strategy  Industries: healthcare, life sciences, supply chain, travel and transportation, energy and utilities, retail, automotive, telecommunications, media/communication, and government  Business mentor for IBM Extreme Blue (incubator for new product development)  Tech Coast Angel  Cove Fund Investment Committee  Professor at the Merage School of Business
  • 3. 3 © 2016 International Business Machines Corporation Hello Computer! https://www.youtube.com/watch?v=hShY6xZWVGE
  • 4. 4 © 2016 International Business Machines Corporation We’ve come a long way… Imagination Innovation … and this is only the beginning!
  • 5. 5 © 2016 International Business Machines Corporation Transform Today
  • 6. 6 © 2016 International Business Machines Corporation
  • 7. 7 © 2016 International Business Machines Corporation A Brief History of IBM Watson IBM Research Project (2006 - ) Jeopardy! Grand Challenge (Feb 2011) Watson for Healthcare (Aug 2011) Watson Industry Solutions (2012 - ) R&D Demonstration Commercialization Cross-industry Scale up New class of industry specific business analytics solutions that leverage Big Data
  • 8. 8 © 2016 International Business Machines Corporation Cognitive computing  Cognitive computing and cognitive based systems accelerate, enhance and scale human expertise by: Learning and building knowledge, Understanding natural language and Interacting more naturally with humans than traditional programmable systems  Over time, cognitive systems will simulate more of how the brain actually works and help us solve the world's most complex problems by penetrating the complexity of Big Data käg-nə-tiv (adjective): of, relating to, or involving conscious mental activities (such as thinking, understanding, learning, and remembering)
  • 9. 9 © 2016 International Business Machines Corporation Medical information is doubling every 5 years, much of which is unstructured 81% of physicians report spending 5 hours or less per month reading medical journals The Healthcare Industry is beset with some of the most complex information challenges we collectively face Source: International Journal of Circumpolar Health, DoctorDirectory.com, Institute for Medicine" “Medicine has become too complex (and only) about 20% of the knowledge clinicians use today is evidence-based.” -----Steven Shapiro, Chief Medical Officer, UPMC
  • 10. 10 © 2016 International Business Machines Corporation Putting the Pieces Together at Point of Impact Can Be Life Changing Symptoms UTI Diabetes Influenza hypokalemia Renal failure no abdominal pain no back pain no cough no diarrhea (Thyroid Autoimmune) Esophagitis pravastatin Alendronate levothyroxine hydroxychloroquine Diagnosis Models frequent UTI cutaneous lupus hyperlipidemia osteoporosis hypothyroidism SymptomsFam.History Pat.History MedicationsFindings Confidence difficulty swallowing dizziness anorexia fever dry mouth thirst frequent urination Family History Graves’ Disease Oral cancer Bladder cancer Hemochromatosis Purpura Patient HistoryMedicationsFindings supine 120/80 mm HG urine dipstick: leukocyte esterase urine culture: E. Coli heart rate: 88 bpm Symptoms A 58-year-old woman complains of dizziness, anorexia, dry mouth, increased thirst, and frequent urination. She had also had a fever. She reported no pain in her abdomen, back, and no cough, or diarrhea. A 58-year-old woman presented to her primary care physician after several days of dizziness, anorexia, dry mouth, increased thirst, and frequent urination. She had also had a fever and reported that food would “get stuck” when she was swallowing. She reported no pain in her abdomen, back, or flank and no cough, shortness of breath, diarrhea, or dysuria Family History Her family history included oral and bladder cancer in her mother, Graves' disease in two sisters, hemochromatosis in one sister, and idiopathic thrombocytopenic purpura in one sister Patient History Her history was notable for cutaneous lupus, hyperlipidemia, osteoporosis, frequent urinary tract infections, a left oophorectomy for a benign cyst, and primary hypothyroidism, diagnosed a year earlier Her medications were levothyroxine, hydroxychloroquine, pravastatin, and alendronate. MedicationsFindings A urine dipstick was positive for leukocyte esterase and nitrites. The patient given a prescription fo ciprofloxacin for a urinary tract infection. 3 days later, patient reported weakness and dizziness. Her supine blood pressure was 120/80 mm Hg, and pulse was 88. • Extract Symptoms from record • Use paraphrasings mined from text to handle alternate phrasings and variants • Perform broad search for possible diagnoses • Score Confidence in each diagnosis based on evidence so far • Extract Symptoms from record • Use paraphrasings mined from text to handle alternate phrasings and variants • Perform broad search for possible diagnoses • Score Confidence in each diagnosis based on evidence so far • Identify negative Symptoms • Reason with mined relations to explain away symptoms (thirst is consistent w/ UTI) • Identify negative Symptoms • Reason with mined relations to explain away symptoms (thirst is consistent w/ UTI) • Extract Family History • Use Medical Taxonomies to generalize medical conditions to the granularity used by the models • Extract Family History • Use Medical Taxonomies to generalize medical conditions to the granularity used by the models • Extract Patient History• Extract Patient History• Extract Medications • Use database of drug side-effects • Together, multiple diagnoses may best explain symptoms • Extract Findings: Confirms that UTI was present • Extract Medications • Use database of drug side-effects • Together, multiple diagnoses may best explain symptoms • Extract Findings: Confirms that UTI was present Most Confident Diagnosis: DiabetesMost Confident Diagnosis: UTIMost Confident Diagnosis: EsophagitisMost Confident Diagnosis: Influenza
  • 11. 11 © 2016 International Business Machines Corporation Video Cognitive Dance Party https://www.youtube.com/watch?v=rMqrs3nBU10
  • 12. 12 © 2016 International Business Machines Corporation IBM Watson Cybersecurity
  • 13. 13 © 2016 International Business Machines Corporation Why Cognitive Computing?  Need to tackle a new class of complex problems  Ambiguous  Uncertain  Focus on “best” rather than “right”  Understand how to marry dynamic, information-rich, and shifting situations with business needs  Understanding interactions, not just requirements
  • 14. 14 © 2016 International Business Machines Corporation IBM Watson IBM Watson Developer Cloud http://www.ibm.com/smarterplanet/us/en/ibmwatson/developercloud/ IBM Watson Products  Watson Wealth Manager  Watson Explorer  Watson Discovery Advisor  Watson Knowledge Studio  Watson Engagement Advisor  Watson for Oncology  Watson Clinical Trial Matching
  • 15. 15 © 2016 International Business Machines Corporation IBM Watson in Action
  • 16. 16 © 2016 International Business Machines Corporation AI in Action Financial Services Digital Marketing Education Talent Management Sports Healthcare
  • 17. 17 © 2016 International Business Machines Corporation Watson Beat Watson Beat - Startup fest Europe https://www.youtube.com/watch?v=C0bAVSgSN5U
  • 18. 18 © 2016 International Business Machines Corporation IBM Watson Examples Meet the World's 1st Robotic Lawyer, ROSS https://www.youtube.com/wa tch?v=sbwEO8-Vox0 Watson Analytics: International Real Estate Agent https://www.youtube.com/watch? v=mvJkkSq7_dE
  • 19. 19 © 2016 International Business Machines Corporation Example Two Truths & A Lie with Watson https://www.2truthswithwatson.com/
  • 20. 20 © 2016 International Business Machines Corporation Demo IBM Watson Celebrity Match
  • 21. 21 © 2016 International Business Machines Corporation How would you use IBM Watson?
  • 22. 22 © 2016 International Business Machines Corporation