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Human Tech
BIOTA
Pietro Leo
IBM Executive Architect - Chief Scientist and Strategist for the IBM
Italy Research & Business - Member of IBM Academy Leadership www.pieroleo.com
2
www.pieroleo.com @pieroleo
Well being
3
www.pieroleo.com @pieroleo
Well being
Affective
Sports
Cognitive
Politics
Economics
Health
Education
Psychology
4
www.pieroleo.com @pieroleo
Well being
Affective
Sports
Cognitive
Politics
Economics
Health
Education
PsychologyHumanTechBiota
HumanTechBiota is acting as the human microbiota
(the collective microorganisms that resides symbiotically in our bodies) having an increasing role for our overall well being
HumanTechBiota
HumanTechBiota
HumanTechBiota
www.pieroleo.com
5
Awareness
Well-being
Short-terms Goals
Long-term Goals
www.pieroleo.com @pieroleo
Awareness
Short-terms Goals
Well being
Long-term Goals
6
Awareness
Well-being
Short-terms Goals
Long-term Goals
Emergency
Domestic Tasks
& life at home
Work
Individual &
Family Happiness
Health &
Health Check
Art &
Entertainment
Mobility
Sports
Food &
Nutrition
Shopping
Security
www.pieroleo.com @pieroleo
Awareness
Short-terms Goals
Education
Well being
Long-term Goals
7
Awareness
Well-being
Short-terms Goals
Long-term Goals
Emergency
Domestic Tasks & life at home
Work
Individual & Family
Happiness
Art & Entertainment
Mobility
Sports
Shopping
Security
Tablet
Smartphones
Self-driving cars
Smartwatches
Voice
Assistant
Smart Homes
www.pieroleo.com @pieroleo
Short-terms Goals
Health &
Health Check
Food & Nutrition
Education
Smart TV
Awareness Well being
Long-term Goals
8
Awareness
Well-being
Short-terms Goals
Long-term Goals
Emergency
Domestic Tasks & life at home
Work
Individual & Family
Happiness
Art & Entertainment
Mobility
Sports
Shopping
Security
Tablet
Smartphones
Self-driving cars
Smartwatches
Smart TV
Voice
Assistant
Smart Homes
www.pieroleo.com @pieroleo
Short-terms Goals
Health &
Health Check
Food & Nutrition
A number of
ARTIFICIAL
INTELLIGENCE tools
already support our
decisions
Awareness Well being
Long-term Goals
9
Awareness
Well-being
Short-terms Goals
Long-term Goals
Emergency
Domestic Tasks & life at home
Work
Individual & Family
Happiness
Art & Entertainment
Mobility
Sports
Shopping
Security
Tablet
Smartphones
Self-driving cars
Smartwatches
Smart TV
Voice
Assistant
Smart Homes
www.pieroleo.com @pieroleo
Short-terms Goals
Health &
Health Check
Food & Nutrition
but ACTIVE
INTELLIGENCE
SYSTEMS will take
care of us
Awareness Well being
Long-term Goals
1
0
Awareness
Well-being
Short-terms Goals
Long-term Goals
Emergency
Domestic Tasks & life at home
Work
Individual & Family
Happiness
Art & Entertainment
Mobility
Sports
Shopping
Security
Tablet
Smartphones
Self-driving cars
Smartwatches
Smart TV
Voice
Assistant
Smart Homes
www.pieroleo.com @pieroleo
Short-terms Goals
Health &
Health Check
Food & Nutrition
Awareness A number of
ARTIFICIAL
INTELLIGENCE tools
already support our
decisions
but ACTIVE
INTELLIGENCE
SYSTEMS will take
care of us
Well being
Long-term Goals
1
1
Awareness
Well-being
Short-terms Goals
Long-term Goals
Emergency
Domestic Tasks & life at home
Work
Individual & Family
Happiness
Art & Entertainment
Mobility
Sports
Shopping
Security
Tablet
Smartphones
Self-driving cars
Smartwatches
Smart TV
Voice
Assistant
Smart Homes
www.pieroleo.com @pieroleo
Short-terms Goals
Health &
Health Check
Food & Nutrition
Awareness A number of
ARTIFICIAL
INTELLIGENCE tools
already support our
decisions
but ACTIVE
INTELLIGENCE
SYSTEMS will take
care of us
Well being
Long-term Goals
Siri
GPSDeepBlue, 1997
Watson, 2011
AlphaGo, 2016
Face Detection & Recognition
Self-drive vehiclesRecommenders
Voice Activated Devices
Assistants & ChatBots
Jeobardy!
Real-time Translation
TESLA - AUTOPILOT
1.000.000.000
MILES
WAYMO - SELFDRIVE
10.000.000
MILES
FACE RECOGNITION
IN AIRPORT
TERMINALS
VOICE IS
BECOMINGTHE NEW
INTERFACE
Image Credits: https://www.flickr.com/photos/yeeship/
How Artificial
Intelligence is perceived
from the business world
and from our
governments today?
www.pieroleo.com
16
Source: https://www.grushgamer.com/ www.pieroleo.com
Source: https://www.grushgamer.com/ www.pieroleo.com
Venture Scanner
mckinsey
www.mckinsey.com
400 use cases
in 19 Industries
www.pieroleo.com @pieroleo
https://www.mckinsey.com/business-functions/mckinsey-analytics/our-insights/the-executives-ai-playbook?page=industries/
It is a fact that it is one of the main
innovation drivers for business and
industry transformations
Artificial
Intelligence
(for Business & Science)
New Use Cases / New Theories / New Knowledge
NewUseCases/NewTheories/NewKnowledge
AI Vendor AI Buyers
700
1.500
3.000
300
4 layers, 40 categories, 100 sub categories.
Source: https://www.cognilytica.com/2019/01/16/cognilyticas-
classification-of-the-ai-vendor-ecosystem-overview-and-bottom-3-
layers/
A sample of 3.000 AI companies on CrunchBase
NewProducts/NewCompanies/NewMarkets
www.pieroleo.com @pieroleo
NewUseCases/NewTheories/NewKnowledge
AI Vendor AI Buyers
700
1.500
3.000
300
4 layers, 40 categories, 100 sub categories.
Source: https://www.cognilytica.com/2019/01/16/cognilyticas-
classification-of-the-ai-vendor-ecosystem-overview-and-bottom-3-
layers/
A sample of 3.000 AI companies on CrunchBase
NewProducts/NewCompanies/NewMarkets
www.pieroleo.com @pieroleo
MxN
24
www.pieroleo.com @pieroleo
AI National Strategies
The evolution of Artificial
Intelligence
IBM Research / © 2018 IBM CorporationIBM Research / © 2017 IBM Corporation
General AI
Revolutionary
2050 and beyond
Narrow AI
Emerging
Broad AI
Disruptive and
Pervasive
▼ We are here 25 25
The evolution of Artificial
Intelligence
IBM Research / © 2018 IBM CorporationIBM Research / © 2017 IBM Corporation
General AI
Revolutionary
2050 and beyond
Narrow AI
Emerging
Broad AI
Disruptive and
Pervasive
▼ We are here 26 26
Making it robust for
enterprises
@pieroleo
Artificial
Intelligence
Machine
Learning
Deep
Learning
Data Mining
Data Science
Big Data
Defining AI & Cognitive, Machine Learning e Deep Learning
Cognitive
IT systems that aims
to build algorithms
to predict meaning in
features of human
languages (spoken,
written, visual) and
emulates related
forms
of human reasoning
and knowledge
representation
It is a class of
techniques
that aims to
generate knowledge
by training data to
recognize the
correlation between
a set of feature
patterns and
outcomes.
Systems that
leverage a
combination of
AI reasoning and
knowledge
representation
strategies and
other analytic
and classical
computing
techniques to
solve a complex
problem
It is a rapidly
maturing Machine
Learning space,
based on neural
network techniques,
that are taught to find
their own features
Internal Use Only
@pieroleo
BUSINESS
PROBLEMS
Cloud, hybrid cloud &
on premise
Infrastructure
Data
Applications &
Processes
Traditional Algorithms
COMPUTING
DATA
BUSINESS
LOGIC
Artificial
Intelligence is
emerging as a
new enterprise
platform layer
to move and
speedup
business IT
Applications and
Processes to a
new level
Artificial Intelligence /
Cognitive
Internal Use Only
AI positioning in the Enterprise IT context
@pieroleo
29
Perception
Deep Learning & Reasoning
Classification
Explaining
InterpretabilitySymbolic
Reasoning
Observing
Common-Sense
Planning
Patterns & Sub-patterns
Observation
AI Algorithms
….. ….. …..
Ethics
Source: https://www.ibm.com/watson/products-services/
IBM Artificial Intelligence software stackforinsights generation
AIIndustrialMiddleware
@pieroleo
31Source: https://www.research.ibm.com/artificial-intelligence/
Main AI Research Areas
3
2
Awareness
Well-being
Short-terms Goals
Long-term Goals
Emergency
Domestic Tasks & life at home
Work
Individual & Family
Happiness
Art & Entertainment
Mobility
Sports
Shopping
Security
Tablet
Smartphones
Self-driving cars
Smartwatches
Smart TV
Voice
Assistant
Smart Homes
www.pieroleo.com @pieroleo
Long-term Goals
Short-terms Goals
Health &
Health Check
Food & Nutrition
Well beingAwareness A number of
ARTIFICIAL
INTELLIGENCE tools
already support our
decisions
but ACTIVE
INTELLIGENCE
SYSTEMS will take
care of us
RISKS and LIMITS
@pieroleo
Sabine Moreau
By following (and trusting) the GPS’s direction,
Sabine Moreau finally reached to Zagreb, in
Croatia, which was 900 miles (1450 km) away
from her desired destination (a train station at
93 miles for her home )
GPS
@pieroleo
@pieroleo
Source: https://www.independent.co.uk/news/uk/crime/facial-recognition-cameras-technology-london-
trial-met-police-face-cover-man-fined-a8756936.html
@pieroleo
@pieroleo
Source: https://venturebeat.com/2019/10/29/researchers-fool-person-detecting-ai-with-an-adversarial-t-shirt/
Researchers foil people-detecting AI with an
‘adversarial’ T-shirt
Achieve up to
79% and 63%
success rates in
digital and
physical worlds,
respectively,
against the
popular
YOLOv2 model.
@pieroleo
https://techcrunch.com/2018/05/24/uber-in-fatal-crash-
detected-pedestrian-but-had-emergency-braking-
disabled/
Uber in a fatal crash, Mar 18
@pieroleo
https://techcrunch.com/2018/05/24/uber-in-fatal-crash-
detected-pedestrian-but-had-emergency-braking-
disabled/
Uber in a fatal crash, Mar 18
@pieroleo
Human Errors
- Safety driver’s inattention
- Pedestrian’s impaired crossing of the road
- Uber safety culture at that time: never reviewed this
driver
Machine Errors
- Wrong interpretation of the right of the obstacle goal
(multiple and changing object classification results)
- The Volvo standard automatic emergency braking system
wrongly disabled
Automation Complacency
• Poor monitoring of safety drivers,
• Lack of countermeasures for automation
complacency
Policy issues
• Lack of good regulations at the Arizona and Federal
levels
@pieroleo
MY TALKS COULD BE RECORDED
@pieroleo
WHO IS REAL?
Source: http://www.whichfaceisreal.com/index.php
@pieroleo
https://modulate.ai/
YOU CAN SPEAK LIKE A CELEBRITY
@pieroleo
AI algorithms & Bias
@pieroleo
Source: https://blog.openai.com/better-language-
models/#sample8
YOU CAN
GENERATE HIGH-
QUALITY
STORIES (e.g.
REVIEWS)
@pieroleo
Amusement park
thermal camera
gives one lucky
family a sneak
peak of their
preborn baby
Siri
GPSDeepBlue, 1997
Watson, 2011
AlphaGo, 2016
Face Detection & Recognition
Self-drive vehiclesRecommenders
Voice Activated Devices
Assistants & ChatBots
Jeobardy!
Real-time Translation
A new Territory for AI
how to deal with
TRUSTWORTHINESS
www.pieroleo.com @pieroleo
To understand why do we need
TRUSTWORTHINESS
think about when cars were first invented…
it was like an un ruled world:
people driving left and right, no stop
signs, or seat belts
www.pieroleo.com @pieroleo
@pieroleo
@pieroleo
Performance comparison in turning a bagel image into an adversarial bagel image classified as a “grand piano” using
ZOO and AutoZOOM attacks.
@pieroleo
52
Source: https://art-demo.mybluemix.net/
Inserting a Backdoor into a Machine Learning DataSet
@pieroleo
53
Source: http://aix360.mybluemix.net/
@pieroleo
AI Ethics is becoming a marketplace
5
5
Awareness
Well-being
Short-terms Goals
Long-term Goals
Emergency
Domestic Tasks & life at home
Work
Individual & Family
Happiness
Art & Entertainment
Mobility
Sports
Shopping
Security
Tablet
Smartphones
Self-driving cars
Smartwatches
Smart TV
Voice
Assistant
Smart Homes
www.pieroleo.com @pieroleo
Short-terms Goals
Health &
Health Check
Food & Nutrition
Awareness A number of
ARTIFICIAL
INTELLIGENCE tools
already support our
decisions
but ACTIVE
INTELLIGENCE
SYSTEMS will take
care of us
Well being
Long-term Goals
Helpusto
Sense & Organize digital Data &
Information
Supportdecisions
for us and our organizations
Big Data
Decision
Lakes
• Internet
• Web/Mobile
• Data
• Cloud / IoT
• Analytics
• Artificial Intelligence /Machine
Learning
• Natural Interfaces
• Multimodal Reasoning
Why Active Intelligence Systems? Active Intelligence
New Products &
Services that
Proactively learn to
take care of us
Helpusto
Sense & Organize digital Data &
Information
Supportdecisions
for us and our organizations
Big Data
Decision
Lakes
• Internet
• Web/Mobile
• Data
• Cloud / IoT
• Analytics
• Artificial Intelligence /Machine
Learning
• Natural Interfaces
• Multimodal Reasoning
Active Intelligence
New Products &
Services that
Proactively learn to
take care of us
Trustfulness is a new exponential
exogenous growing factor for technology
Trustfulness & Ethics
Outright Bans Informing Citizens Active Vehicles
Source: Shaun Sweeney and others
https://arxiv.org/pdf/1706.00646.pdf
IBM Research & University College Dublin
Cyber-physics,
pollution
mitigation,
and electric
bikes A cyber-physical system that mitigates the effect of urban
pollution by indirectly controlling the minute ventilation
(volume of air inhaled per minute) of cyclists in polluted
areas.
Active e-bike
www.pieroleo.com @pieroleo
High definition
Risk modeling to recognize
multiple forms of fragility
Complex
Pathologies are
in context of
large
ecosystems
Active Healthcare
systems
Dementia in Italy
© 2019 IBM Corporation 61
$800 billion
in annual direct and indirect costs of care,
social payments and lost income
12% of global health expenditure is spent
on diabetes
Diabetes Disease
425 million
Total number of adults with diabetes (20-79
years) in the world
1 in 14,
352 million
Impaired glucose tolerance (pre-diabetics)
adults
www.pieroleo.com @pieroleo
1.2 million in Italy
Today there are 47.5 million people in the
world suffering from dementia and 8.2 million
in Europe
37.7 Billion Euro
expenditure
(about 2% GDP)
Annual social cost in Italy (2015 data)
57%
Expected reduced ratio of the number pf AD
patients by a hypothetical intervention that
delays the onset of AD by 5 years
High definition
Risk modeling to recognize
multiple forms of fragility
Siri
GPSDeepBlue, 1997
Watson, 2011
AlphaGo, 2016
Face Detection & Recognition
Self-drive vehiclesRecommenders
Voice Activated Devices
Assistants & ChatBots
Jeobardy!
Real-time Translation
Last thought
Bonus
one Last thought
See video: https://vimeo.com/128873380
6
4
www.pieroleo.com @pieroleo
Well being
Affective
Sports
Cognitive
Politics
Economics
Health
Education
PsychologyHumanTechBiota
HumanTechBiota is acting as the human microbiota
(the collective microorganisms that resides symbiotically in our bodies) having an increasing role for our overall well being
HumanTechBiota
HumanTechBiota
HumanTechBiota
www.pieroleo.com
6
5
www.pieroleo.com @pieroleo
Well being
Affective
Sports
Cognitive
Politics
Economics
Health
Education
Psychology
6
6
www.pieroleo.com @pieroleo
Well being
HumanTech
BIOTA
Pietro Leo
IBM Executive Architect - Chief Scientist and Strategist for IBM
Italy Research & Business - Member of IBM Academy Leadership
www.pieroleo.com
@pieroleo
Grazie!

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