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YOUR COMPANY NAMEwww.yourdoma
1Embracing change: Bringing humanity to artificial intelligence
POWERPOINT
PRESENTATION
TEMPLATE
PARALLEL
Bringing humanity to artificial
intelligence
EMBRACING CHANGE:
YOUR COMPANY NAMEwww.yourdoma
2Embracing change: Bringing humanity to artificial intelligence
THE FINTECH CHALLENGE
FSI data created in 2018
ZB %
of available data used by
businesses
YOUR COMPANY NAMEwww.yourdoma
3Embracing change: Bringing humanity to artificial intelligence
HOW WE GOT HERE WITH AI
Term “Artificial Intelligence“
coined.
DEEPMIND ALPHAZERO
AI springs & winters
1956 2014 2017
YOUR COMPANY NAMEwww.yourdoma
4Embracing change: Bringing humanity to artificial intelligence
WHAT PREVENTS THE ADOPTION OF AI
Results without explanation
The Black Box of AI
Inherent associations in data
Bias
“Who‘s judging the judges?“
Ethics
Disclosure of personal information
Privacy
YOUR COMPANY NAMEwww.yourdoma
5Embracing change: Bringing humanity to artificial intelligence
THE
BLACK BOX
OF AI
Finance
Autonomous
Vehicles
Medicine
Manufacturing
Why did
you do that?
Why not
something
else?
Why should
I trust you?
AI Systems
People
YOUR COMPANY NAMEwww.yourdoma
6Embracing change: Bringing humanity to artificial intelligence
YOUR COMPANY NAMEwww.yourdoma
7Embracing change: Bringing humanity to artificial intelligence
180Identified human biases
What should we remember?
Too much information
Need to act fast
Not enough meaning
CHALLENGING BIAS IN PEOPLE
The Moral Machine
YOUR COMPANY NAMEwww.yourdoma
8Embracing change: Bringing humanity to artificial intelligence
Bias doesn’t come
from AI algorithms,
it comes from
people.
YOUR COMPANY NAMEwww.yourdoma
9Embracing change: Bringing humanity to artificial intelligence
WOMEN IN AI
YOUR COMPANY NAMEwww.yourdoma
10Embracing change: Bringing humanity to artificial intelligence
ETHICS AND PRIVACY
Assurance
ETHICS
Resilience
Avoiding reinforcement of bias
Prevent corruption of training data
PRIVACY Data leakage
Inference
Leakage
YOUR COMPANY NAMEwww.yourdoma
11Embracing change: Bringing humanity to artificial intelligence
OVERCOMING ADOPTION CHALLENGES IN AI
Mitigating bias by understanding both
MACHINE BIAS HUMAN BIAS
EnsembleAI
YOUR COMPANY NAMEwww.yourdoma
12Embracing change: Bringing humanity to artificial intelligence
ENSEMBLE AI
MACHINE BIAS
Domain
expertise &
business rules
Statistical
methods
Expert systems
Supervised
(reinforced
learning) &
unsupervised
learning
+ + +
YOUR COMPANY NAMEwww.yourdoma
13Embracing change: Bringing humanity to artificial intelligence
Dystopia vs. utopia
350MManufacturing jobs
0?Robots
YOUR COMPANY NAMEwww.yourdoma
14Embracing change: Bringing humanity to artificial intelligence
Dystopia vs. utopia
3.6MCashiers
0?Amazon Go
YOUR COMPANY NAMEwww.yourdoma
15Embracing change: Bringing humanity to artificial intelligence
Dystopia vs. utopia
Cascading effects of AV
???
YOUR COMPANY NAMEwww.yourdoma
16Embracing change: Bringing humanity to artificial intelligence
BRINGING
HUMANITY TO
AI ADOPTION
YOUR COMPANY NAMEwww.yourdoma
17Embracing change: Bringing humanity to artificial intelligence
LIFECYCLE OF TECHNOLOGY ADOPTION
Time
High
expectations
Realization of effort
and complexity
StakeholderPerceptionsOverTime
Better than before
Uncertainty &
frustration
The light at the end
of the tunnel
YOUR COMPANY NAMEwww.yourdoma
18Embracing change: Bringing humanity to artificial intelligence
WHY ADOPTION FAILS
Technical change
Skills needed to perform new
behaviour are well known
SIMPLIFYING LIFE
Adaptive change
Requires transformation of mental
mindset
BELIEFS, CULTURE, NORMS
Biggest error is applying technical means to solve adaptive challenges
YOUR COMPANY NAMEwww.yourdoma
19Embracing change: Bringing humanity to artificial intelligence
BARRIERS TO CHANGE
ME
I don’t know what AI is.
I don’t understand the value of AI.
I don’t trust AI.
I don’t think I’m capable of doing it.
YOUR COMPANY NAMEwww.yourdoma
20Embracing change: Bringing humanity to artificial intelligence
EQ IS KING IN THE AGE OF AI
70%of all transformations fail
• Lack of leadership
• Lack of engagement
• Lack of strategy
Successful transformation is
70-90%leadership
• Mitigate stress
• Increase learning agility
• Promote employee recognition
• Take productive action
• Recover from adversity
YOUR COMPANY NAMEwww.yourdoma
21Embracing change: Bringing humanity to artificial intelligence
EQ IS KING IN THE AGE OF AI
Mitigate stress
Increasing learning agility
Promote employee
recognition
Take productive action
Recover from adversity
Helps recognize & take action
Lowers defensiveness &
negativity
Promote self-worth
Craft better-informed decisions
Better assess difficult situations
LEVERAGEEQ
YOUR COMPANY NAMEwww.yourdoma
22Embracing change: Bringing humanity to artificial intelligence
CHANGE ROADMAP
FOCUS ON
PEOPLE
EMPOWER
AT ALL LEVELS
MAKE CHANGE
REAL
YOUR COMPANY NAMEwww.yourdoma
23Embracing change: Bringing humanity to artificial intelligence
WHAT DOES THIS
MEAN FOR CANADA?
YOUR COMPANY NAMEwww.yourdoma
24Embracing change: Bringing humanity to artificial intelligence
CANADA IS AN AI POWERHOUSE
Toronto
Highest concentration of
AI start-ups in the world
Montreal
Highest concentration of
researchers & students
of deep learning in the world
16K jobs
$230M investment for SCALE.AI
$1.3BAnnounced funding for AI R&D 2016-17
YOUR COMPANY NAMEwww.yourdoma
25Embracing change: Bringing humanity to artificial intelligence
THE AI OPPORTUNITY FOR FINTECH
Breaks down barriers in acquisition,
understanding and reporting on data
Democratizes complex and laborious tasks
Increases agility to change
263M2018 1H Fintech deals across Canada
$221M2018 1H Fintech startup investments in Toronto
YOUR COMPANY NAMEwww.yourdoma
26Embracing change: Bringing humanity to artificial intelligence
CALL TO ACTION: CARPE DIEM
BE
FEARLESS
YOUR COMPANY NAMEwww.yourdoma
27Embracing change: Bringing humanity to artificial intelligence
CALL TO ACTION: CARPE DIEM
EMBRACE
CHANGE
YOUR COMPANY NAMEwww.yourdoma
28Embracing change: Bringing humanity to artificial intelligence
CALL TO ACTION: CARPE DIEM
DISRUPT
STATUS QUO
YOUR COMPANY NAMEwww.yourdoma
29Embracing change: Bringing humanity to artificial intelligence
ELI FATHI
eli@mindbridge.ai

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Bringing Humanity to AI Adoption

  • 1. YOUR COMPANY NAMEwww.yourdoma 1Embracing change: Bringing humanity to artificial intelligence POWERPOINT PRESENTATION TEMPLATE PARALLEL Bringing humanity to artificial intelligence EMBRACING CHANGE:
  • 2. YOUR COMPANY NAMEwww.yourdoma 2Embracing change: Bringing humanity to artificial intelligence THE FINTECH CHALLENGE FSI data created in 2018 ZB % of available data used by businesses
  • 3. YOUR COMPANY NAMEwww.yourdoma 3Embracing change: Bringing humanity to artificial intelligence HOW WE GOT HERE WITH AI Term “Artificial Intelligence“ coined. DEEPMIND ALPHAZERO AI springs & winters 1956 2014 2017
  • 4. YOUR COMPANY NAMEwww.yourdoma 4Embracing change: Bringing humanity to artificial intelligence WHAT PREVENTS THE ADOPTION OF AI Results without explanation The Black Box of AI Inherent associations in data Bias “Who‘s judging the judges?“ Ethics Disclosure of personal information Privacy
  • 5. YOUR COMPANY NAMEwww.yourdoma 5Embracing change: Bringing humanity to artificial intelligence THE BLACK BOX OF AI Finance Autonomous Vehicles Medicine Manufacturing Why did you do that? Why not something else? Why should I trust you? AI Systems People
  • 6. YOUR COMPANY NAMEwww.yourdoma 6Embracing change: Bringing humanity to artificial intelligence
  • 7. YOUR COMPANY NAMEwww.yourdoma 7Embracing change: Bringing humanity to artificial intelligence 180Identified human biases What should we remember? Too much information Need to act fast Not enough meaning CHALLENGING BIAS IN PEOPLE The Moral Machine
  • 8. YOUR COMPANY NAMEwww.yourdoma 8Embracing change: Bringing humanity to artificial intelligence Bias doesn’t come from AI algorithms, it comes from people.
  • 9. YOUR COMPANY NAMEwww.yourdoma 9Embracing change: Bringing humanity to artificial intelligence WOMEN IN AI
  • 10. YOUR COMPANY NAMEwww.yourdoma 10Embracing change: Bringing humanity to artificial intelligence ETHICS AND PRIVACY Assurance ETHICS Resilience Avoiding reinforcement of bias Prevent corruption of training data PRIVACY Data leakage Inference Leakage
  • 11. YOUR COMPANY NAMEwww.yourdoma 11Embracing change: Bringing humanity to artificial intelligence OVERCOMING ADOPTION CHALLENGES IN AI Mitigating bias by understanding both MACHINE BIAS HUMAN BIAS EnsembleAI
  • 12. YOUR COMPANY NAMEwww.yourdoma 12Embracing change: Bringing humanity to artificial intelligence ENSEMBLE AI MACHINE BIAS Domain expertise & business rules Statistical methods Expert systems Supervised (reinforced learning) & unsupervised learning + + +
  • 13. YOUR COMPANY NAMEwww.yourdoma 13Embracing change: Bringing humanity to artificial intelligence Dystopia vs. utopia 350MManufacturing jobs 0?Robots
  • 14. YOUR COMPANY NAMEwww.yourdoma 14Embracing change: Bringing humanity to artificial intelligence Dystopia vs. utopia 3.6MCashiers 0?Amazon Go
  • 15. YOUR COMPANY NAMEwww.yourdoma 15Embracing change: Bringing humanity to artificial intelligence Dystopia vs. utopia Cascading effects of AV ???
  • 16. YOUR COMPANY NAMEwww.yourdoma 16Embracing change: Bringing humanity to artificial intelligence BRINGING HUMANITY TO AI ADOPTION
  • 17. YOUR COMPANY NAMEwww.yourdoma 17Embracing change: Bringing humanity to artificial intelligence LIFECYCLE OF TECHNOLOGY ADOPTION Time High expectations Realization of effort and complexity StakeholderPerceptionsOverTime Better than before Uncertainty & frustration The light at the end of the tunnel
  • 18. YOUR COMPANY NAMEwww.yourdoma 18Embracing change: Bringing humanity to artificial intelligence WHY ADOPTION FAILS Technical change Skills needed to perform new behaviour are well known SIMPLIFYING LIFE Adaptive change Requires transformation of mental mindset BELIEFS, CULTURE, NORMS Biggest error is applying technical means to solve adaptive challenges
  • 19. YOUR COMPANY NAMEwww.yourdoma 19Embracing change: Bringing humanity to artificial intelligence BARRIERS TO CHANGE ME I don’t know what AI is. I don’t understand the value of AI. I don’t trust AI. I don’t think I’m capable of doing it.
  • 20. YOUR COMPANY NAMEwww.yourdoma 20Embracing change: Bringing humanity to artificial intelligence EQ IS KING IN THE AGE OF AI 70%of all transformations fail • Lack of leadership • Lack of engagement • Lack of strategy Successful transformation is 70-90%leadership • Mitigate stress • Increase learning agility • Promote employee recognition • Take productive action • Recover from adversity
  • 21. YOUR COMPANY NAMEwww.yourdoma 21Embracing change: Bringing humanity to artificial intelligence EQ IS KING IN THE AGE OF AI Mitigate stress Increasing learning agility Promote employee recognition Take productive action Recover from adversity Helps recognize & take action Lowers defensiveness & negativity Promote self-worth Craft better-informed decisions Better assess difficult situations LEVERAGEEQ
  • 22. YOUR COMPANY NAMEwww.yourdoma 22Embracing change: Bringing humanity to artificial intelligence CHANGE ROADMAP FOCUS ON PEOPLE EMPOWER AT ALL LEVELS MAKE CHANGE REAL
  • 23. YOUR COMPANY NAMEwww.yourdoma 23Embracing change: Bringing humanity to artificial intelligence WHAT DOES THIS MEAN FOR CANADA?
  • 24. YOUR COMPANY NAMEwww.yourdoma 24Embracing change: Bringing humanity to artificial intelligence CANADA IS AN AI POWERHOUSE Toronto Highest concentration of AI start-ups in the world Montreal Highest concentration of researchers & students of deep learning in the world 16K jobs $230M investment for SCALE.AI $1.3BAnnounced funding for AI R&D 2016-17
  • 25. YOUR COMPANY NAMEwww.yourdoma 25Embracing change: Bringing humanity to artificial intelligence THE AI OPPORTUNITY FOR FINTECH Breaks down barriers in acquisition, understanding and reporting on data Democratizes complex and laborious tasks Increases agility to change 263M2018 1H Fintech deals across Canada $221M2018 1H Fintech startup investments in Toronto
  • 26. YOUR COMPANY NAMEwww.yourdoma 26Embracing change: Bringing humanity to artificial intelligence CALL TO ACTION: CARPE DIEM BE FEARLESS
  • 27. YOUR COMPANY NAMEwww.yourdoma 27Embracing change: Bringing humanity to artificial intelligence CALL TO ACTION: CARPE DIEM EMBRACE CHANGE
  • 28. YOUR COMPANY NAMEwww.yourdoma 28Embracing change: Bringing humanity to artificial intelligence CALL TO ACTION: CARPE DIEM DISRUPT STATUS QUO
  • 29. YOUR COMPANY NAMEwww.yourdoma 29Embracing change: Bringing humanity to artificial intelligence ELI FATHI eli@mindbridge.ai