SlideShare a Scribd company logo
Design for AI
Design Director - IBM iX
Music
Groupie
Design
Author of
Privacy & Monetization
3
Data
http://uxtrategy.net
Driven
Design
“The future will reach us
on the trail of data that
we lay down for it.”
Ekta Rohra Jafri
What is AI?
What is AI responsibility?
ethical
sustainable
safe
acceptable
How do we design Ethical AI?
accountability
Mark Wilson
Fast Company6 on Stack
Overflow’s Developer Survey
Results 2018
“Nearly 50% of the (surveyed)
developers believe that the humans
creating AI should be responsible
for considering the ramifications of
the technology.
Not the bosses. Not the middle
managers. The coders &
designers.”
A hotel chain wants to embed artificial intelligence
into an in- room virtual assistant/concierge
to augment and personalize their users’ stay.
Sample
The team utilizes design researchers to contact real
guests in the hotels to understand their wants and needs
through face- to-face user interviews.
The team considers their own responsibility and have
implemented a feedback learning loop to better
understand preferences.
They have highlighted the ability for a guest to turn off the
AI at any point during their stay.
Sample
value aligned
AI should be designed to align
with the norms and values of your
user group in mind.
The team makes it clear to guests that
- AI assistant is designed to not keep any data, or monitor guests, without
their knowledge, even if it is listening for a wake word.
- The audio collected while listening for a wake word is auto- deleted every 5
seconds.
- Even if a guest opts in, the AI does not actively listen in on guests unless it
is called upon.
The team consults with linguists to ensure the AI will be able to speak in
guests’ respective languages and respect applicable customs.
Sample
explainability
AI should be designed for
humans to easily perceive,
detect, and understand its
decision process.
– Bias in AI: How we Build Fair AI
Systems and Less-Biased Humans
“If machines engage in human
communities as autonomous
agents, then those agents
will be expected to follow the
community’s social and moral
norms.
A necessary step in enabling
machines to do so is to identify
these norms. But whose norms?”
A researcher on the team, through interviews with hotel guests,
understands that the guests want a way to opt into having their
personal information stored.
Per GDPR (General Data Protection Regulation17), a guest must
provide his consent for opt-in as well as for having his information
stored and processed.
With permission, the AI offers recommendations for places to visit
during their stay. Guests can ask why these recommendations are
made and which set of data is being utilized to make them.
Sample
Fairness
AI must be designed to minimize
bias and promote inclusive
representation.
– Bias in AI: How we Build Fair AI
Systems and Less-Biased Humans
“IBM believes that [AI] actually
holds the keys to mitigating bias out
of AI systems – and offers an
unprecedented opportunity to shed
light on the existing biases we hold
as humans.“
The team ensures that the data collected about a user’s
race, gender, etc. in combination with their usage of the AI,
will not be used to market to or exclude certain
demographics.
The team inherited a set of data about guests from the
hotel. After analyzing this data and implementing it into a
build of the agent, they realize that it has a degree of
algorithmic bias from the data. They take the time to train
the model further on a bigger, more diverse set of data.
Sample
User Data Rights
The IEEE Global Initiative on Ethics
of Autonomous and Intelligent
Systems
“Individuals require mechanisms to
help curate their unique identity and
personal data
in conjunction with policies
and practices that make them
explicitly aware of consequences
resulting from the bundling
or resale of their personal data.”
During user interviews, the design researchers find that
the guests feel they should be provided with a summary of the
information that was acquired from them during their stay.
The hotel provides guests with a consent agreement to utilize the
AI hotel assistant before they begin using the AI’s services.
At checkout, they can instruct the hotel to remove all information
from the system if they wish.
Sample
Enterprise Design Thinking
Design for AI
Enterprise Design Thinking
TheLoop
Observe Reflect Make
© 2016 IBM Corporation
To define the problem and
generate an understanding of
opportunity on the ‘As is state’
.
To Ideate possibilities or
solutions to the defined
problem. Shortlist the most
impactful solutions . Ready to
act upon ideas.
To prototype the ‘To-be’
experience.
Map the user journey and the
actions required to achieve it .
Outcome : Detailed
solution ready for
implementation.
The continuous user
centric thinking
processes to be
constantly relevant .
Intent
Align your team on the intent for your group.
20 mins
Data
Document any and all data your team can use to
make your intent a reality. Data fuels artificial
intelligence.
We have
Data
Document any and all
data you don’t have
that you’ll need to
accomplish your
intent.
Document any and all
data you have that
you’ll need to
accomplish your
intent.
20 mins
We don’t have
And data that is out
of reach because of
local policies
Understanding
Deconstruct your data sources into the components
you need to teach your AI.
10 mins
Reasoning
Your big idea may need to be rethought based
upon the data you are able to get and the
capabilities you have to teach your AI.
Knowledge
Are there any additional benefits or drawbacks from
this AI to your business, users, or stakeholders?
What are the worst possible outcomes and
circumstances?
20 mins
https://www.ibm.com/design/ai/
https://www.ibm.com/design/thinking/page/toolkit
01 www.scu.edu/ethics/ethics-resources/ethical-decision-making/what-is-ethics/ 02 ethicsinaction.ieee.org/
03 https://muledesign.com/2017/07/a-designers-code-of-ethics
04 https://forms1.ieee.org/AI--Ethics-in-Design-Program.html?LT=EA_LG_IAW
05 arxiv.org/abs/1808.07261
06 www.fastcodesign.com/90164226/what-developers-really-think-about-ai-and-bias
07 insights.stackoverflow.com/survey/2018/
08 www.ohchr.org/EN/pages/home.aspx
09 ethicsinaction.ieee.org
10 ethicsinaction.ieee.org
11 www.ibm.com/design/research/
12 www.ethicscanvas.org
13 https://www.ibm.com/ibm/responsibility/2017/
14 faculty.mtsac.edu/cmcgruder/moraljudgements.html
15 www.ibm.com/watson/advantage-reports/future-of-artificial-intelligence/building-trust-in-ai.html 16 www.ibm.com/blogs/policy/datarespo
17 martechtoday.com/guide/gdpr-the-general-data-protection-regulation
18 www.ibm.com/blogs/policy/bias-in-ai/
19 woebot.io
20 www.pewresearch.org/fact-tank/2016/09/21/the-state-of-privacy-in-america/
21 ibm.biz/eucprivacy
22 www.eugdpr.org/
23 ethicsinaction.ieee.org/
24 www.ohchr.org/EN/ProfessionalInterest/Pages/InternationalLaw.aspx

More Related Content

What's hot

Advanced AI Applications In Enterprises
Advanced AI Applications In EnterprisesAdvanced AI Applications In Enterprises
Advanced AI Applications In Enterprises
AnandSRao1962
 
Hype vs. Reality: The AI Explainer
Hype vs. Reality: The AI ExplainerHype vs. Reality: The AI Explainer
Hype vs. Reality: The AI Explainer
Luminary Labs
 
A day in the life of a data scientist in an AI company
A day in the life of a data scientist in an AI companyA day in the life of a data scientist in an AI company
A day in the life of a data scientist in an AI company
Francesca Lazzeri, PhD
 
Application of Artificial Intelligence in E-commerce
Application of Artificial Intelligence in E-commerceApplication of Artificial Intelligence in E-commerce
Application of Artificial Intelligence in E-commerce
karakavalasa Durga Akhil
 
HOW HUMAN-CENTRIC AI WILL TRANSFORM BUSINESS
HOW HUMAN-CENTRIC AI WILL TRANSFORM BUSINESSHOW HUMAN-CENTRIC AI WILL TRANSFORM BUSINESS
HOW HUMAN-CENTRIC AI WILL TRANSFORM BUSINESS
TekRevol LLC
 
Rise of Artificial Intelligence in Insurance
Rise of Artificial Intelligence in InsuranceRise of Artificial Intelligence in Insurance
Rise of Artificial Intelligence in Insurance
AnandSRao1962
 
AI & Machine Learning - Webinar Deck
AI & Machine Learning - Webinar DeckAI & Machine Learning - Webinar Deck
AI & Machine Learning - Webinar Deck
The Digital Insurer
 
Introduction to AI with Business Use Cases
Introduction to AI with Business Use CasesIntroduction to AI with Business Use Cases
Introduction to AI with Business Use Cases
Jack C Crawford
 
Leading the Future
Leading the FutureLeading the Future
Leading the Future
AnandSRao1962
 
HYpe or Reality: The AI Explainer
HYpe or Reality: The AI ExplainerHYpe or Reality: The AI Explainer
HYpe or Reality: The AI Explainer
Prashant Sakariya
 
Gamifying Strategy - Enterprise AI use cases on agent-based simulation and re...
Gamifying Strategy - Enterprise AI use cases on agent-based simulation and re...Gamifying Strategy - Enterprise AI use cases on agent-based simulation and re...
Gamifying Strategy - Enterprise AI use cases on agent-based simulation and re...
AnandSRao1962
 
About Machine and real
About Machine and realAbout Machine and real
About Machine and real
muhammad hunain
 
How artificial intelligence is changing content marketing
How artificial intelligence is changing content marketing How artificial intelligence is changing content marketing
How artificial intelligence is changing content marketing
GlobalTechCouncil
 
Augmenting human intelligence for future of work is the next disruptive innov...
Augmenting human intelligence for future of work is the next disruptive innov...Augmenting human intelligence for future of work is the next disruptive innov...
Augmenting human intelligence for future of work is the next disruptive innov...
Steve Ardire
 
Augmented intelligence is new way forward !
Augmented intelligence is new way forward ! Augmented intelligence is new way forward !
Augmented intelligence is new way forward !
Steve Ardire
 
Freeing Minds for N-able Elite Partners
Freeing Minds for N-able Elite PartnersFreeing Minds for N-able Elite Partners
Freeing Minds for N-able Elite Partners
IT Glue
 
Business and AI
Business and AIBusiness and AI
Business and AI
Shinichiro Yano
 
Responsible AI
Responsible AIResponsible AI
Responsible AI
Data Con LA
 
Ai - Artificial Intelligence predictions-2018-report - PWC
Ai - Artificial Intelligence predictions-2018-report - PWCAi - Artificial Intelligence predictions-2018-report - PWC
Ai - Artificial Intelligence predictions-2018-report - PWC
Rick Bouter
 
UX STRAT Europe 2019: Alex Tim
UX STRAT Europe 2019: Alex TimUX STRAT Europe 2019: Alex Tim
UX STRAT Europe 2019: Alex Tim
UX STRAT
 

What's hot (20)

Advanced AI Applications In Enterprises
Advanced AI Applications In EnterprisesAdvanced AI Applications In Enterprises
Advanced AI Applications In Enterprises
 
Hype vs. Reality: The AI Explainer
Hype vs. Reality: The AI ExplainerHype vs. Reality: The AI Explainer
Hype vs. Reality: The AI Explainer
 
A day in the life of a data scientist in an AI company
A day in the life of a data scientist in an AI companyA day in the life of a data scientist in an AI company
A day in the life of a data scientist in an AI company
 
Application of Artificial Intelligence in E-commerce
Application of Artificial Intelligence in E-commerceApplication of Artificial Intelligence in E-commerce
Application of Artificial Intelligence in E-commerce
 
HOW HUMAN-CENTRIC AI WILL TRANSFORM BUSINESS
HOW HUMAN-CENTRIC AI WILL TRANSFORM BUSINESSHOW HUMAN-CENTRIC AI WILL TRANSFORM BUSINESS
HOW HUMAN-CENTRIC AI WILL TRANSFORM BUSINESS
 
Rise of Artificial Intelligence in Insurance
Rise of Artificial Intelligence in InsuranceRise of Artificial Intelligence in Insurance
Rise of Artificial Intelligence in Insurance
 
AI & Machine Learning - Webinar Deck
AI & Machine Learning - Webinar DeckAI & Machine Learning - Webinar Deck
AI & Machine Learning - Webinar Deck
 
Introduction to AI with Business Use Cases
Introduction to AI with Business Use CasesIntroduction to AI with Business Use Cases
Introduction to AI with Business Use Cases
 
Leading the Future
Leading the FutureLeading the Future
Leading the Future
 
HYpe or Reality: The AI Explainer
HYpe or Reality: The AI ExplainerHYpe or Reality: The AI Explainer
HYpe or Reality: The AI Explainer
 
Gamifying Strategy - Enterprise AI use cases on agent-based simulation and re...
Gamifying Strategy - Enterprise AI use cases on agent-based simulation and re...Gamifying Strategy - Enterprise AI use cases on agent-based simulation and re...
Gamifying Strategy - Enterprise AI use cases on agent-based simulation and re...
 
About Machine and real
About Machine and realAbout Machine and real
About Machine and real
 
How artificial intelligence is changing content marketing
How artificial intelligence is changing content marketing How artificial intelligence is changing content marketing
How artificial intelligence is changing content marketing
 
Augmenting human intelligence for future of work is the next disruptive innov...
Augmenting human intelligence for future of work is the next disruptive innov...Augmenting human intelligence for future of work is the next disruptive innov...
Augmenting human intelligence for future of work is the next disruptive innov...
 
Augmented intelligence is new way forward !
Augmented intelligence is new way forward ! Augmented intelligence is new way forward !
Augmented intelligence is new way forward !
 
Freeing Minds for N-able Elite Partners
Freeing Minds for N-able Elite PartnersFreeing Minds for N-able Elite Partners
Freeing Minds for N-able Elite Partners
 
Business and AI
Business and AIBusiness and AI
Business and AI
 
Responsible AI
Responsible AIResponsible AI
Responsible AI
 
Ai - Artificial Intelligence predictions-2018-report - PWC
Ai - Artificial Intelligence predictions-2018-report - PWCAi - Artificial Intelligence predictions-2018-report - PWC
Ai - Artificial Intelligence predictions-2018-report - PWC
 
UX STRAT Europe 2019: Alex Tim
UX STRAT Europe 2019: Alex TimUX STRAT Europe 2019: Alex Tim
UX STRAT Europe 2019: Alex Tim
 

Similar to Design for AI

Unit-I Artificial IntelligencEGTRHe.pptx
Unit-I Artificial IntelligencEGTRHe.pptxUnit-I Artificial IntelligencEGTRHe.pptx
Unit-I Artificial IntelligencEGTRHe.pptx
shamam21bcom
 
Artificial Intelligence
Artificial IntelligenceArtificial Intelligence
Artificial Intelligence
Enes Bolfidan
 
Ai in Learning Thought Paper
Ai in Learning Thought PaperAi in Learning Thought Paper
Ai in Learning Thought Paper
Marek Hyla
 
Atharva latest
Atharva latestAtharva latest
Atharva latest
Dr. Sinora Banker
 
OA Introduction to AI from Object Automation
OA Introduction to AI from Object Automation OA Introduction to AI from Object Automation
OA Introduction to AI from Object Automation
Object Automation
 
LIMITATIONS OF AI
LIMITATIONS OF AILIMITATIONS OF AI
LIMITATIONS OF AI
AdityaK52
 
Final Report.pdf
Final Report.pdfFinal Report.pdf
Final Report.pdf
NicholasThomsen2
 
AI BI and ML.pdf
AI BI and ML.pdfAI BI and ML.pdf
AI BI and ML.pdf
JayarajJoshi
 
What is artificial intelligence Definition, top 10 types and examples.pdf
What is artificial intelligence Definition, top 10 types and examples.pdfWhat is artificial intelligence Definition, top 10 types and examples.pdf
What is artificial intelligence Definition, top 10 types and examples.pdf
Alok Tripathi
 
Ai in Society
Ai in SocietyAi in Society
Allaboutailuminarylabsjanuary122017 170112151616
Allaboutailuminarylabsjanuary122017 170112151616Allaboutailuminarylabsjanuary122017 170112151616
Allaboutailuminarylabsjanuary122017 170112151616
Quang Lê
 
Artificial Intelligence disruption: How technologies are predicted to change ...
Artificial Intelligence disruption: How technologies are predicted to change ...Artificial Intelligence disruption: How technologies are predicted to change ...
Artificial Intelligence disruption: How technologies are predicted to change ...
LinkedIn Talent Solutions
 
AI in Talent Acquisition - Talent Connect 2017
AI in Talent Acquisition - Talent Connect 2017AI in Talent Acquisition - Talent Connect 2017
AI in Talent Acquisition - Talent Connect 2017
Przemek Berendt
 
Artificial intelligence for diploma students
Artificial intelligence for diploma students Artificial intelligence for diploma students
Artificial intelligence for diploma students
SampatkumarKuntoji
 
A Guide on How AI Contributes to Businesses in Today’s Era to Watch in 2023.
A Guide on How AI Contributes to Businesses in Today’s Era to Watch in 2023.A Guide on How AI Contributes to Businesses in Today’s Era to Watch in 2023.
A Guide on How AI Contributes to Businesses in Today’s Era to Watch in 2023.
Techugo
 
AI basic.pptx
AI basic.pptxAI basic.pptx
AI basic.pptx
RAVINDRA BISHT
 
AI.pptx
AI.pptxAI.pptx
Top Artificial Intelligence Project Ideas.pdf
Top Artificial Intelligence Project Ideas.pdfTop Artificial Intelligence Project Ideas.pdf
Top Artificial Intelligence Project Ideas.pdf
Lucas Lagone
 
What is Artificial Intelligence-mindscrafter.com.pptx
What is Artificial Intelligence-mindscrafter.com.pptxWhat is Artificial Intelligence-mindscrafter.com.pptx
What is Artificial Intelligence-mindscrafter.com.pptx
Jawadweb, Mindscrafter
 
AI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by Anitaraj
AnitaRaj43
 

Similar to Design for AI (20)

Unit-I Artificial IntelligencEGTRHe.pptx
Unit-I Artificial IntelligencEGTRHe.pptxUnit-I Artificial IntelligencEGTRHe.pptx
Unit-I Artificial IntelligencEGTRHe.pptx
 
Artificial Intelligence
Artificial IntelligenceArtificial Intelligence
Artificial Intelligence
 
Ai in Learning Thought Paper
Ai in Learning Thought PaperAi in Learning Thought Paper
Ai in Learning Thought Paper
 
Atharva latest
Atharva latestAtharva latest
Atharva latest
 
OA Introduction to AI from Object Automation
OA Introduction to AI from Object Automation OA Introduction to AI from Object Automation
OA Introduction to AI from Object Automation
 
LIMITATIONS OF AI
LIMITATIONS OF AILIMITATIONS OF AI
LIMITATIONS OF AI
 
Final Report.pdf
Final Report.pdfFinal Report.pdf
Final Report.pdf
 
AI BI and ML.pdf
AI BI and ML.pdfAI BI and ML.pdf
AI BI and ML.pdf
 
What is artificial intelligence Definition, top 10 types and examples.pdf
What is artificial intelligence Definition, top 10 types and examples.pdfWhat is artificial intelligence Definition, top 10 types and examples.pdf
What is artificial intelligence Definition, top 10 types and examples.pdf
 
Ai in Society
Ai in SocietyAi in Society
Ai in Society
 
Allaboutailuminarylabsjanuary122017 170112151616
Allaboutailuminarylabsjanuary122017 170112151616Allaboutailuminarylabsjanuary122017 170112151616
Allaboutailuminarylabsjanuary122017 170112151616
 
Artificial Intelligence disruption: How technologies are predicted to change ...
Artificial Intelligence disruption: How technologies are predicted to change ...Artificial Intelligence disruption: How technologies are predicted to change ...
Artificial Intelligence disruption: How technologies are predicted to change ...
 
AI in Talent Acquisition - Talent Connect 2017
AI in Talent Acquisition - Talent Connect 2017AI in Talent Acquisition - Talent Connect 2017
AI in Talent Acquisition - Talent Connect 2017
 
Artificial intelligence for diploma students
Artificial intelligence for diploma students Artificial intelligence for diploma students
Artificial intelligence for diploma students
 
A Guide on How AI Contributes to Businesses in Today’s Era to Watch in 2023.
A Guide on How AI Contributes to Businesses in Today’s Era to Watch in 2023.A Guide on How AI Contributes to Businesses in Today’s Era to Watch in 2023.
A Guide on How AI Contributes to Businesses in Today’s Era to Watch in 2023.
 
AI basic.pptx
AI basic.pptxAI basic.pptx
AI basic.pptx
 
AI.pptx
AI.pptxAI.pptx
AI.pptx
 
Top Artificial Intelligence Project Ideas.pdf
Top Artificial Intelligence Project Ideas.pdfTop Artificial Intelligence Project Ideas.pdf
Top Artificial Intelligence Project Ideas.pdf
 
What is Artificial Intelligence-mindscrafter.com.pptx
What is Artificial Intelligence-mindscrafter.com.pptxWhat is Artificial Intelligence-mindscrafter.com.pptx
What is Artificial Intelligence-mindscrafter.com.pptx
 
AI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by Anitaraj
 

Recently uploaded

Connect Conference 2022: Passive House - Economic and Environmental Solution...
Connect Conference 2022: Passive House -  Economic and Environmental Solution...Connect Conference 2022: Passive House -  Economic and Environmental Solution...
Connect Conference 2022: Passive House - Economic and Environmental Solution...
TE Studio
 
Book Formatting: Quality Control Checks for Designers
Book Formatting: Quality Control Checks for DesignersBook Formatting: Quality Control Checks for Designers
Book Formatting: Quality Control Checks for Designers
Confidence Ago
 
一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理
一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理
一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理
7sd8fier
 
Portfolio.pdf
Portfolio.pdfPortfolio.pdf
Portfolio.pdf
garcese
 
一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理
一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理
一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理
9a93xvy
 
一比一原版(毕业证)长崎大学毕业证成绩单如何办理
一比一原版(毕业证)长崎大学毕业证成绩单如何办理一比一原版(毕业证)长崎大学毕业证成绩单如何办理
一比一原版(毕业证)长崎大学毕业证成绩单如何办理
taqyed
 
Design Thinking Design thinking Design thinking
Design Thinking Design thinking Design thinkingDesign Thinking Design thinking Design thinking
Design Thinking Design thinking Design thinking
cy0krjxt
 
一比一原版(BU毕业证书)伯恩茅斯大学毕业证成绩单如何办理
一比一原版(BU毕业证书)伯恩茅斯大学毕业证成绩单如何办理一比一原版(BU毕业证书)伯恩茅斯大学毕业证成绩单如何办理
一比一原版(BU毕业证书)伯恩茅斯大学毕业证成绩单如何办理
h7j5io0
 
EASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANE
EASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANEEASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANE
EASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANE
Febless Hernane
 
一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理
一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理
一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理
asuzyq
 
20 slides of research movie and artists .pdf
20 slides of research movie and artists .pdf20 slides of research movie and artists .pdf
20 slides of research movie and artists .pdf
ameli25062005
 
一比一原版(UCB毕业证书)伯明翰大学学院毕业证成绩单如何办理
一比一原版(UCB毕业证书)伯明翰大学学院毕业证成绩单如何办理一比一原版(UCB毕业证书)伯明翰大学学院毕业证成绩单如何办理
一比一原版(UCB毕业证书)伯明翰大学学院毕业证成绩单如何办理
h7j5io0
 
一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理
一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理
一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理
jyz59f4j
 
Game Concept Presentation for Ukrainian Mythology Based Game With Designs
Game Concept Presentation for Ukrainian Mythology Based Game With DesignsGame Concept Presentation for Ukrainian Mythology Based Game With Designs
Game Concept Presentation for Ukrainian Mythology Based Game With Designs
184804
 
Top Israeli Products and Brands - Plan it israel.pdf
Top Israeli Products and Brands - Plan it israel.pdfTop Israeli Products and Brands - Plan it israel.pdf
Top Israeli Products and Brands - Plan it israel.pdf
PlanitIsrael
 
一比一原版(Brunel毕业证书)布鲁内尔大学毕业证成绩单如何办理
一比一原版(Brunel毕业证书)布鲁内尔大学毕业证成绩单如何办理一比一原版(Brunel毕业证书)布鲁内尔大学毕业证成绩单如何办理
一比一原版(Brunel毕业证书)布鲁内尔大学毕业证成绩单如何办理
smpc3nvg
 
projectreportnew-170307082323 nnnnnn(1).pdf
projectreportnew-170307082323 nnnnnn(1).pdfprojectreportnew-170307082323 nnnnnn(1).pdf
projectreportnew-170307082323 nnnnnn(1).pdf
farazahmadas6
 
一比一原版(Bristol毕业证书)布里斯托大学毕业证成绩单如何办理
一比一原版(Bristol毕业证书)布里斯托大学毕业证成绩单如何办理一比一原版(Bristol毕业证书)布里斯托大学毕业证成绩单如何办理
一比一原版(Bristol毕业证书)布里斯托大学毕业证成绩单如何办理
smpc3nvg
 
Design Thinking Design thinking Design thinking
Design Thinking Design thinking Design thinkingDesign Thinking Design thinking Design thinking
Design Thinking Design thinking Design thinking
cy0krjxt
 
一比一原版(UAL毕业证书)伦敦艺术大学毕业证成绩单如何办理
一比一原版(UAL毕业证书)伦敦艺术大学毕业证成绩单如何办理一比一原版(UAL毕业证书)伦敦艺术大学毕业证成绩单如何办理
一比一原版(UAL毕业证书)伦敦艺术大学毕业证成绩单如何办理
708pb191
 

Recently uploaded (20)

Connect Conference 2022: Passive House - Economic and Environmental Solution...
Connect Conference 2022: Passive House -  Economic and Environmental Solution...Connect Conference 2022: Passive House -  Economic and Environmental Solution...
Connect Conference 2022: Passive House - Economic and Environmental Solution...
 
Book Formatting: Quality Control Checks for Designers
Book Formatting: Quality Control Checks for DesignersBook Formatting: Quality Control Checks for Designers
Book Formatting: Quality Control Checks for Designers
 
一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理
一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理
一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理
 
Portfolio.pdf
Portfolio.pdfPortfolio.pdf
Portfolio.pdf
 
一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理
一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理
一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理
 
一比一原版(毕业证)长崎大学毕业证成绩单如何办理
一比一原版(毕业证)长崎大学毕业证成绩单如何办理一比一原版(毕业证)长崎大学毕业证成绩单如何办理
一比一原版(毕业证)长崎大学毕业证成绩单如何办理
 
Design Thinking Design thinking Design thinking
Design Thinking Design thinking Design thinkingDesign Thinking Design thinking Design thinking
Design Thinking Design thinking Design thinking
 
一比一原版(BU毕业证书)伯恩茅斯大学毕业证成绩单如何办理
一比一原版(BU毕业证书)伯恩茅斯大学毕业证成绩单如何办理一比一原版(BU毕业证书)伯恩茅斯大学毕业证成绩单如何办理
一比一原版(BU毕业证书)伯恩茅斯大学毕业证成绩单如何办理
 
EASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANE
EASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANEEASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANE
EASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANE
 
一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理
一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理
一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理
 
20 slides of research movie and artists .pdf
20 slides of research movie and artists .pdf20 slides of research movie and artists .pdf
20 slides of research movie and artists .pdf
 
一比一原版(UCB毕业证书)伯明翰大学学院毕业证成绩单如何办理
一比一原版(UCB毕业证书)伯明翰大学学院毕业证成绩单如何办理一比一原版(UCB毕业证书)伯明翰大学学院毕业证成绩单如何办理
一比一原版(UCB毕业证书)伯明翰大学学院毕业证成绩单如何办理
 
一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理
一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理
一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理
 
Game Concept Presentation for Ukrainian Mythology Based Game With Designs
Game Concept Presentation for Ukrainian Mythology Based Game With DesignsGame Concept Presentation for Ukrainian Mythology Based Game With Designs
Game Concept Presentation for Ukrainian Mythology Based Game With Designs
 
Top Israeli Products and Brands - Plan it israel.pdf
Top Israeli Products and Brands - Plan it israel.pdfTop Israeli Products and Brands - Plan it israel.pdf
Top Israeli Products and Brands - Plan it israel.pdf
 
一比一原版(Brunel毕业证书)布鲁内尔大学毕业证成绩单如何办理
一比一原版(Brunel毕业证书)布鲁内尔大学毕业证成绩单如何办理一比一原版(Brunel毕业证书)布鲁内尔大学毕业证成绩单如何办理
一比一原版(Brunel毕业证书)布鲁内尔大学毕业证成绩单如何办理
 
projectreportnew-170307082323 nnnnnn(1).pdf
projectreportnew-170307082323 nnnnnn(1).pdfprojectreportnew-170307082323 nnnnnn(1).pdf
projectreportnew-170307082323 nnnnnn(1).pdf
 
一比一原版(Bristol毕业证书)布里斯托大学毕业证成绩单如何办理
一比一原版(Bristol毕业证书)布里斯托大学毕业证成绩单如何办理一比一原版(Bristol毕业证书)布里斯托大学毕业证成绩单如何办理
一比一原版(Bristol毕业证书)布里斯托大学毕业证成绩单如何办理
 
Design Thinking Design thinking Design thinking
Design Thinking Design thinking Design thinkingDesign Thinking Design thinking Design thinking
Design Thinking Design thinking Design thinking
 
一比一原版(UAL毕业证书)伦敦艺术大学毕业证成绩单如何办理
一比一原版(UAL毕业证书)伦敦艺术大学毕业证成绩单如何办理一比一原版(UAL毕业证书)伦敦艺术大学毕业证成绩单如何办理
一比一原版(UAL毕业证书)伦敦艺术大学毕业证成绩单如何办理
 

Design for AI

  • 3.
  • 4.
  • 9. 3
  • 11. “The future will reach us on the trail of data that we lay down for it.” Ekta Rohra Jafri
  • 13.
  • 14. What is AI responsibility?
  • 17. safe
  • 19. How do we design Ethical AI?
  • 21. Mark Wilson Fast Company6 on Stack Overflow’s Developer Survey Results 2018 “Nearly 50% of the (surveyed) developers believe that the humans creating AI should be responsible for considering the ramifications of the technology. Not the bosses. Not the middle managers. The coders & designers.”
  • 22. A hotel chain wants to embed artificial intelligence into an in- room virtual assistant/concierge to augment and personalize their users’ stay. Sample
  • 23. The team utilizes design researchers to contact real guests in the hotels to understand their wants and needs through face- to-face user interviews. The team considers their own responsibility and have implemented a feedback learning loop to better understand preferences. They have highlighted the ability for a guest to turn off the AI at any point during their stay. Sample
  • 25. AI should be designed to align with the norms and values of your user group in mind.
  • 26. The team makes it clear to guests that - AI assistant is designed to not keep any data, or monitor guests, without their knowledge, even if it is listening for a wake word. - The audio collected while listening for a wake word is auto- deleted every 5 seconds. - Even if a guest opts in, the AI does not actively listen in on guests unless it is called upon. The team consults with linguists to ensure the AI will be able to speak in guests’ respective languages and respect applicable customs. Sample
  • 28. AI should be designed for humans to easily perceive, detect, and understand its decision process.
  • 29. – Bias in AI: How we Build Fair AI Systems and Less-Biased Humans “If machines engage in human communities as autonomous agents, then those agents will be expected to follow the community’s social and moral norms. A necessary step in enabling machines to do so is to identify these norms. But whose norms?”
  • 30. A researcher on the team, through interviews with hotel guests, understands that the guests want a way to opt into having their personal information stored. Per GDPR (General Data Protection Regulation17), a guest must provide his consent for opt-in as well as for having his information stored and processed. With permission, the AI offers recommendations for places to visit during their stay. Guests can ask why these recommendations are made and which set of data is being utilized to make them. Sample
  • 32. AI must be designed to minimize bias and promote inclusive representation.
  • 33. – Bias in AI: How we Build Fair AI Systems and Less-Biased Humans “IBM believes that [AI] actually holds the keys to mitigating bias out of AI systems – and offers an unprecedented opportunity to shed light on the existing biases we hold as humans.“
  • 34.
  • 35. The team ensures that the data collected about a user’s race, gender, etc. in combination with their usage of the AI, will not be used to market to or exclude certain demographics. The team inherited a set of data about guests from the hotel. After analyzing this data and implementing it into a build of the agent, they realize that it has a degree of algorithmic bias from the data. They take the time to train the model further on a bigger, more diverse set of data. Sample
  • 37. The IEEE Global Initiative on Ethics of Autonomous and Intelligent Systems “Individuals require mechanisms to help curate their unique identity and personal data in conjunction with policies and practices that make them explicitly aware of consequences resulting from the bundling or resale of their personal data.”
  • 38. During user interviews, the design researchers find that the guests feel they should be provided with a summary of the information that was acquired from them during their stay. The hotel provides guests with a consent agreement to utilize the AI hotel assistant before they begin using the AI’s services. At checkout, they can instruct the hotel to remove all information from the system if they wish. Sample
  • 40. Enterprise Design Thinking TheLoop Observe Reflect Make © 2016 IBM Corporation To define the problem and generate an understanding of opportunity on the ‘As is state’ . To Ideate possibilities or solutions to the defined problem. Shortlist the most impactful solutions . Ready to act upon ideas. To prototype the ‘To-be’ experience. Map the user journey and the actions required to achieve it . Outcome : Detailed solution ready for implementation. The continuous user centric thinking processes to be constantly relevant .
  • 41.
  • 42. Intent Align your team on the intent for your group.
  • 44. Data Document any and all data your team can use to make your intent a reality. Data fuels artificial intelligence.
  • 45. We have Data Document any and all data you don’t have that you’ll need to accomplish your intent. Document any and all data you have that you’ll need to accomplish your intent. 20 mins We don’t have And data that is out of reach because of local policies
  • 46. Understanding Deconstruct your data sources into the components you need to teach your AI. 10 mins
  • 47. Reasoning Your big idea may need to be rethought based upon the data you are able to get and the capabilities you have to teach your AI.
  • 48. Knowledge Are there any additional benefits or drawbacks from this AI to your business, users, or stakeholders? What are the worst possible outcomes and circumstances?
  • 51. 01 www.scu.edu/ethics/ethics-resources/ethical-decision-making/what-is-ethics/ 02 ethicsinaction.ieee.org/ 03 https://muledesign.com/2017/07/a-designers-code-of-ethics 04 https://forms1.ieee.org/AI--Ethics-in-Design-Program.html?LT=EA_LG_IAW 05 arxiv.org/abs/1808.07261 06 www.fastcodesign.com/90164226/what-developers-really-think-about-ai-and-bias 07 insights.stackoverflow.com/survey/2018/ 08 www.ohchr.org/EN/pages/home.aspx 09 ethicsinaction.ieee.org 10 ethicsinaction.ieee.org 11 www.ibm.com/design/research/ 12 www.ethicscanvas.org 13 https://www.ibm.com/ibm/responsibility/2017/ 14 faculty.mtsac.edu/cmcgruder/moraljudgements.html 15 www.ibm.com/watson/advantage-reports/future-of-artificial-intelligence/building-trust-in-ai.html 16 www.ibm.com/blogs/policy/datarespo 17 martechtoday.com/guide/gdpr-the-general-data-protection-regulation 18 www.ibm.com/blogs/policy/bias-in-ai/ 19 woebot.io 20 www.pewresearch.org/fact-tank/2016/09/21/the-state-of-privacy-in-america/ 21 ibm.biz/eucprivacy 22 www.eugdpr.org/ 23 ethicsinaction.ieee.org/ 24 www.ohchr.org/EN/ProfessionalInterest/Pages/InternationalLaw.aspx

Editor's Notes

  1. Observe Get to know people, uncover their needs, test your ideas. Reflect Build understanding, form intent, commit to decisions. Make Explore ideas, prototype possibilities, drive outcomes. Let’s break them down further.