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Heartificial Intelligence
How to make products, goods, and services more intelligent
CLAUDIO MIRTI
Principal Solution Specialist – Data & AI (Microsoft)
Wouldn’t it be great if AI could…..
….Yes it would – can you make it work?
People love talking about new technologies.
But, unless you get on and do it, you’re just talking.
Transform data into actionable ideas!
Observing, engaging and
empathizing with the people
Amplifying human ingenuity
with intelligent technology
Design Thinking AI
Heartificial Intelligence
A human centered approach
Design Thinking
is a human
centered
approach to
innovation that
addresses the
needs of the
people through
the right use of
the technology
DT lives at the intersection of our analytical
minds and our imagination
10
https://dschool.stanford.edu/
https://medium.com/@sts_news/design-thinking-is-kind-of-like-syphilis-its-contagious-and-rots-your-brains-842ed078af29
HELP!!!!
HELP!!!!
How and where to start?
INSPIRATION, IDEATION, IMPLEMENTATION
INSPIRATION
• Look at the world – observe what people think, need or
want
IDEATION • Experimentation with AI
IMPLEMENTATION • From project room to market
INSPIRATION
If we are to empathize with users, we should always try to adopt the
mindset of a beginner
EMPATHIZE
OBSERVE / ASK: WHAT? HOW? WHY?
In “What”, we record the details (not assumptions) of what has happened.
In “How”, we analyze how the person is doing what he/she is doing (is he/she
exerting a lot of effort.
Finally, in “Why”, we make educated guesses regarding the person’s
motivations and emotions. These motivations we can then test with users
Patient experience journey map
DIGITAL
HOT
SPOTS
Prior to Visit
Seeking healthcare information, remote triage
Choosing a physician or caregiving facility
for treatment
Appointment scheduling and reminders
Diagnosis and Treatment
Remote interactions with providers
Accessing and sharing electronic health records (EHR)
AI-based provider support
Care team collaboration
Follow-up Care
Filling, refilling, and approving prescriptions
Remote health monitoring
Ongoing patient care and plan reminders
018
IDEATION – EXAMPLE: Clinical Trial Journey
Participants were given 10 minutes at each
stage of the clinical trial journey to
individually brainstorm
challenges/opportunities and write down
one thought and any related assumptions
per sticky note, as quickly as possible.
How do I tell my doctor?
Can the patient have the data?
IDEATION – ENVISIONING AI
Reasoning, Understanding, Interacting
Financial Companies Use Artificial Intelligence To Monitor For Fraud
Financial companies often use artificial intelligence to monitor
transaction requests since algorithms process information so quickly.
They spot patterns in your transactions and alert users to suspicious
activity.
Artificial Intelligence Powers Your Virtual Assistants
How often do you ask Siri or Cortana a question? Do you order an Uber
through Alexa or plan appointments using the Google Assistant? Each
time, you're interacting with artificial intelligence.
Leveraging Data & AI in Life Science
AI capabilities from research through commercialization and help
accelerate the discovery and development of transformative
medicines for patients worldwide.
AI real
Explore patterns for AI solutions
https://blogs.technet.microsoft.com/machinelearning/2016/09/02/microsoft-and-liebherr-collaborating-on-new-generation-of-smart-refrigerators
Microsoft Health Bot Service
Empowers healthcare organizations
to build intelligent and compliant
virtual health assistants and chatbots,
that improve their processes, services
and outcomes, and reduce their costs
https://www.microsoft.com/en-us/research/project/health-bot/
IDEATION – Including Data Science
Question 1: Is this A or B?
Question 2: Is this weird?
Question 3: How much? or How many?
Question 4: How is this organized?
Question 5: What should I do now?
https://docs.microsoft.com/en-us/azure/machine-learning/studio/data-science-for-beginners-the-5-questions-data-science-answers
Preclinical drug discovery and in vivo research
Crunch data & provide prescriptive analyticsGather data Optimized pre-clinical
Planning and
Overview
Improved
productivity
(scientist,
veterinary
Reduced
contamination &
costs
Track animal
Feed & Medication
Production
Data
Real-time
management End-to-end
Data
Management
Cages &
Sensors
Labs Remote
Monitoring
Researchers
Health
Records
And what do games have to do with medicine?
We use the same machine learning algorithms for the interpretation of very different kinds of images
Magnetic resonance Kinect depth sensing
"The "Inner Eye" project could make the process 40
times quicker and suggest treatments that could
prove the most effective.“
Dr. R. Jena, Radiation Oncologist
University of Cambridge Hospitals
Assistive AI
to empower the
radiation oncologist
Optimize clinical
effectiveness
by reducing
segmentation time
and cost
InnerEye
builds
upon many years
of research in
computer vision
Artificial
Intelligence
for cancer treatment
Microsoft Research
Project InnerEye
https://www.microsoft.com/en-us/research/project/medical-image-analysis/
IDEATION – Digital Transformation with AI
Transform productsOptimize operations
Empower employeesEngage customers
IDEATION – Value each person
#skills, #experience,
#knowledge, #critical
#dignity #privacy
Company
Startup
Customer
Education
IDEATION – Value each person
(prototype session at New York University)
IMPLEMENTATION
Create an experience
Quickly extract valuable data to automate
tasks and enable new scenarios through
knowledge mining
Create compelling interfaces that interact
with users in natural ways using
conversational AI
Enable apps to see, hear, speak,
understand, and interpret user needs
with pre-built APIs
Build apps that sense, process, and act on
information leveraging machine learning
Accelerate app development at scale
on a comprehensive AI platform
IMPLEMENTATION – Quickly and easily develop intelligent
applications
Power
Platform Design & Create
(Low Code)
Pro Developer
(Code First)
Develop faster than ever before with the Microsoft Platform
Power BI Power Apps /
AI Builder
Power Automate Power Virtual Agents
https://powerapps.microsoft.com/en-us/
https://azure.microsoft.com/en-us/services/cognitive-services/
IMPLEMENTATION – Microsoft Cognitive Services
IMPLEMENTATION – From a pilot / POC until production
Will proving the scope
earlier derisk the overall
project
Is there uncertainty
about the recommended
technology/architecture?
Is the
technology/architecture
unfamiliar to the
customer?
START
no
no
no
Build neither POC or Pilot,
deliver as part of solution
Does it need to
release into
production?
Build a
Pilot/MVP
Build Proof of
Concept
yes
yes
yes
yes no
https://hbr.org/amp/2020/04/a-radical-solution-to-scale-ai-
technology?utm_source=Cognitive+RoundUp&utm_campaign=fd68c3b8f0-
EMAIL_CAMPAIGN_2020_05_02_09_55&utm_medium=email&utm_term=0_8baf59472a-
fd68c3b8f0-98929595
AI must maximize efficiencies without
destroying the dignity of people
AI needs algorithmic accountability so
humans can undo unintended harm
AI must be designed for intelligent privacy
AI must guard against bias
AI must be transparent
AI must be designed to assist humanity
Recommended books about Design Thinking
http://amzn.to/2Dv1FdJhttps://amzn.to/2sTNLxj
A Guide to Mastering the Most Popular
and Valuable Innovation Methods
Mindful Digital Transformation of Teams,
Products, Services, Businesses and Ecosystems
Heartificial Intelligence
A human centered approach

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Heartificial intelligence - claudio-mirti

  • 1. Heartificial Intelligence How to make products, goods, and services more intelligent CLAUDIO MIRTI Principal Solution Specialist – Data & AI (Microsoft)
  • 2. Wouldn’t it be great if AI could…..
  • 3. ….Yes it would – can you make it work?
  • 4. People love talking about new technologies. But, unless you get on and do it, you’re just talking.
  • 5. Transform data into actionable ideas!
  • 6. Observing, engaging and empathizing with the people Amplifying human ingenuity with intelligent technology Design Thinking AI
  • 8. Design Thinking is a human centered approach to innovation that addresses the needs of the people through the right use of the technology DT lives at the intersection of our analytical minds and our imagination
  • 9.
  • 13. How and where to start?
  • 14. INSPIRATION, IDEATION, IMPLEMENTATION INSPIRATION • Look at the world – observe what people think, need or want IDEATION • Experimentation with AI IMPLEMENTATION • From project room to market
  • 15. INSPIRATION If we are to empathize with users, we should always try to adopt the mindset of a beginner
  • 16. EMPATHIZE OBSERVE / ASK: WHAT? HOW? WHY? In “What”, we record the details (not assumptions) of what has happened. In “How”, we analyze how the person is doing what he/she is doing (is he/she exerting a lot of effort. Finally, in “Why”, we make educated guesses regarding the person’s motivations and emotions. These motivations we can then test with users
  • 17.
  • 18. Patient experience journey map DIGITAL HOT SPOTS Prior to Visit Seeking healthcare information, remote triage Choosing a physician or caregiving facility for treatment Appointment scheduling and reminders Diagnosis and Treatment Remote interactions with providers Accessing and sharing electronic health records (EHR) AI-based provider support Care team collaboration Follow-up Care Filling, refilling, and approving prescriptions Remote health monitoring Ongoing patient care and plan reminders 018
  • 19. IDEATION – EXAMPLE: Clinical Trial Journey Participants were given 10 minutes at each stage of the clinical trial journey to individually brainstorm challenges/opportunities and write down one thought and any related assumptions per sticky note, as quickly as possible. How do I tell my doctor? Can the patient have the data?
  • 20. IDEATION – ENVISIONING AI Reasoning, Understanding, Interacting
  • 21. Financial Companies Use Artificial Intelligence To Monitor For Fraud Financial companies often use artificial intelligence to monitor transaction requests since algorithms process information so quickly. They spot patterns in your transactions and alert users to suspicious activity.
  • 22. Artificial Intelligence Powers Your Virtual Assistants How often do you ask Siri or Cortana a question? Do you order an Uber through Alexa or plan appointments using the Google Assistant? Each time, you're interacting with artificial intelligence.
  • 23. Leveraging Data & AI in Life Science AI capabilities from research through commercialization and help accelerate the discovery and development of transformative medicines for patients worldwide.
  • 25. Explore patterns for AI solutions
  • 27.
  • 28. Microsoft Health Bot Service Empowers healthcare organizations to build intelligent and compliant virtual health assistants and chatbots, that improve their processes, services and outcomes, and reduce their costs https://www.microsoft.com/en-us/research/project/health-bot/
  • 29. IDEATION – Including Data Science Question 1: Is this A or B? Question 2: Is this weird? Question 3: How much? or How many? Question 4: How is this organized? Question 5: What should I do now? https://docs.microsoft.com/en-us/azure/machine-learning/studio/data-science-for-beginners-the-5-questions-data-science-answers
  • 30.
  • 31. Preclinical drug discovery and in vivo research Crunch data & provide prescriptive analyticsGather data Optimized pre-clinical Planning and Overview Improved productivity (scientist, veterinary Reduced contamination & costs Track animal Feed & Medication Production Data Real-time management End-to-end Data Management Cages & Sensors Labs Remote Monitoring Researchers Health Records
  • 32. And what do games have to do with medicine? We use the same machine learning algorithms for the interpretation of very different kinds of images Magnetic resonance Kinect depth sensing
  • 33. "The "Inner Eye" project could make the process 40 times quicker and suggest treatments that could prove the most effective.“ Dr. R. Jena, Radiation Oncologist University of Cambridge Hospitals Assistive AI to empower the radiation oncologist Optimize clinical effectiveness by reducing segmentation time and cost InnerEye builds upon many years of research in computer vision Artificial Intelligence for cancer treatment Microsoft Research Project InnerEye https://www.microsoft.com/en-us/research/project/medical-image-analysis/
  • 34. IDEATION – Digital Transformation with AI Transform productsOptimize operations Empower employeesEngage customers
  • 35. IDEATION – Value each person #skills, #experience, #knowledge, #critical #dignity #privacy Company Startup Customer Education
  • 36. IDEATION – Value each person (prototype session at New York University)
  • 37.
  • 39. Quickly extract valuable data to automate tasks and enable new scenarios through knowledge mining Create compelling interfaces that interact with users in natural ways using conversational AI Enable apps to see, hear, speak, understand, and interpret user needs with pre-built APIs Build apps that sense, process, and act on information leveraging machine learning Accelerate app development at scale on a comprehensive AI platform IMPLEMENTATION – Quickly and easily develop intelligent applications
  • 40. Power Platform Design & Create (Low Code) Pro Developer (Code First) Develop faster than ever before with the Microsoft Platform Power BI Power Apps / AI Builder Power Automate Power Virtual Agents https://powerapps.microsoft.com/en-us/
  • 41.
  • 43. IMPLEMENTATION – From a pilot / POC until production Will proving the scope earlier derisk the overall project Is there uncertainty about the recommended technology/architecture? Is the technology/architecture unfamiliar to the customer? START no no no Build neither POC or Pilot, deliver as part of solution Does it need to release into production? Build a Pilot/MVP Build Proof of Concept yes yes yes yes no
  • 44.
  • 46. AI must maximize efficiencies without destroying the dignity of people AI needs algorithmic accountability so humans can undo unintended harm AI must be designed for intelligent privacy AI must guard against bias AI must be transparent AI must be designed to assist humanity
  • 47. Recommended books about Design Thinking http://amzn.to/2Dv1FdJhttps://amzn.to/2sTNLxj A Guide to Mastering the Most Popular and Valuable Innovation Methods Mindful Digital Transformation of Teams, Products, Services, Businesses and Ecosystems
  • 48.