AI FOR EVERYONE
AI from our childhood
WHAT IS AI?
Different people think of AI
differently The study of mental faculties through
the use of computational models
(Charniak and McDermott, 1985)
The automation of activities that we
associate with human thinking, activities
such as decision-making, problem
solving, learning (Bellman, 1978)
The art of creating machines that perform
functions that require intelligence when
performed by people (Kurzweil, 1990)
The exciting new effort to make computers
think ... machines with minds, in the full and
literal sense (Haugeland, 1985)
The study of how to make computers do things
at which, at the moment, people are better (Rich
and Knight, 1991
The study of the computations that make
it possible to perceive, reason, and act
(Winston, 1992)
A field of study that seeks to explain
and emulate intelligent behavior in
terms of computational processes
(Schalkoff, 1990)
The branch of computer science that is
concerned with the automation of
intelligent behavior'' (Luger and
Stubblefield, 1993)
AI is the ability of a
computer program or a
machine to
ACT HUMANLY
THINK HUMANLY
ACT RATIONALLY
THINK RATIONALLY
It’s very common these days to
come across these terms
MACHINE LEARNING
DEEP LEARNING,
DATA SCIENCE,
and much more
INPUT OUTPUT
MACHINE LEARNING
Machine learning is the subfield of computer science that gives
computers the ability to learn without being explicitly
programmed (Wikipedia)
(Supervised learning)
MACHINE LEARNING
MACHINE LEARNING SIMPLE WORKFLOW
COLLECT DATA TRAIN MODEL DEPLOY MODEL
The data set will connect to an
algorithm, and the algorithm
leverages sophisticated
mathematical modeling to learn
and develop predictions.
Practice makes perfect!
DEEP LEARNING
Deep Learning là một solfware bắt chước mạng lưới các neuron trong não con người. Nó là một tập
hợp con của Machine Learning và được gọi là Deep Learning vì nó sử dụng các deep neural
networks
MACHINE LEARNING VS DEEP LEARNING
AI
MACHINE LEARNING
DEEP LEARNING
DATA SCIENCE
Generate value
from data
Learn from data
Take action from data
Gmail and Google Docs now use AI
to read what you're typing, then
understand it enough to recommend
what to type next.
Facebook uses AI to detect
who is in your photos, then
recommends who to tag.
Self-driving cars use
AI to detect obstacles
and drive (hopefully) in
a safe and effective
way.
Siri on iPhone uses AI to
understand your voice
commands and create
responses that make sense.
Basic examples of AI in use today
Netflix uses AI for
Personalization of Movie Recommendations,
Auto-Generation and Personalization of
Thumbnails,
Streaming Quality,
…
Other example
What AI Can and Can’t
Do
Machine Learning isn’t magic
One imperfect rule of thumb we can use
to decide what machine learning
(supervised learning) may or may not be
able to do is that,
anything a human could do with a
second of thought
WHAT MACHINE LEARNING CAN DO, FOR EXAMPLE:
WHAT MACHINE LEARNING CAN’T DO
to analyze a market
and write a 50 page
report,
a human cannot
write
a 50 page mark of
analysis report in a
second
[Email] "The iphone arrived two days late, so I wasn't able to
give it to my girlfriend for her birthday. Can I return it?”
Refund request
Input text • refund or a shipping
problem,
• shipping query,
• or a different requests
Reply: Oh, sorry to hear that.
I hope you're girlfriend had a good
birthday.
Yes, we can help with, and so on.
• "Thank you for your
email"
AI CAN DO AI CAN’T DO
• Learning a “simple” concept
• Lots of data available
What makes more likely to be feasible
• trying to learn a complex
concept from small amounts of
data.
• it's asked to perform on new
types of data
AI tends to do poorly when
How AI applies to
advertising
AI is transforming what is possible in the world
of advertising at every level, from ad creation to
audience targeting to ad buying
Ad creation
https://www.youtube.com/watch?v=a2_smFoqQUg
THE LEXUS AD THAT NO HUMAN CREATED
Lexus has created the first ever
advert scripted entirely by AI –
a dramatic 60s film that tells the
story of a car that comes to life to
mark the launch of its new ES
executive saloon car
https://www.youtube.com/watch?v=a2_smFoqQUg
HOW DID LEXUS DO THAT?
They developed the bespoke AI and
trained it with data including 15
years of award-winning luxury
adverts, emotional intelligence about
what connects most strongly with
viewers and specially commissioned
information about human intuition.
THE LEXUS AD THAT NO HUMAN CREATED
THE LEXUS AD THAT NO HUMAN CREATED
Source: TheDots Learning, Square Group
Source: TheDots Learning, Square Group
THE LEXUS AD THAT NO HUMAN CREATED
Ad performance and budget effectiveness
HOW REDBALLOON USED AI TO GET A 3,000% RETURN ON AD SPEND
$45,000 per month on ad agencies alone to run digital
advertising for the brand.
over $50 to acquire a single customer at the time.
Tốn kém
quá trời
ĆĄiii
Naomi Simson – Co-founded Redballoon
an online marketplace for gifts and experiences since 2001:
customers have bought everything from outdoor adventures to
cooking classes—for themselves or as a present for someone
else.
In early stage, the brand spent
The biggest pain point RedBalloon had was paid advertising
Albert – AI-powered platform that automatically runs and optimizes paid advertising
campaigns
Then one day, Albert came into Simson’s life….and he saved
her…
WHAT DID ALBERT DO?
“He” analyzed data across the ad accounts and customer
databases, then uses sophisticated machine learning to target,
run and optimize the ad campaigns.
Example: Albert turn out the expats were highly motivated to buy
gifts and experiences whenever they returned home, either for
themselves or themselves. Then “he” effectively advertised to this
TA group.
HOW REDBALLOON USED AI TO GET A 3,000% RETURN ON AD SPEND
Facebook advertising, specifically ad
frequency and relevance score. These two
numbers are key pieces of data that
Facebook’s algorithms use—without human
involvement—to dictate how much we pay
and how our ads are displayed.
FACEBOOK ADVERTISING – an example of how AI can optimize advertising
spend and targeting
Ads relevance score feedback: Relevance
Scores được tính dựa trên sự phản hồi của khách
hàng là tiêu c᝹c hay tích c᝹c. Hiᝃu thêm vᝁ relevance
score Link
AI in fashion
Source: TheDots Learning, Square Group
SEVERAL WAYS THAT FASHION BRANDS ARE USING AI FOR
PERSONALIZATION
CASE STUDIES
SEPHORA VISUAL ARTIST
Sephora Visual Artist app allows customers to
upload theirs photo, which then recognizes the
most compatible shades for the individual, and
then through the use of AI can give product
recommendations from Sephora’s expansive
inventory.
It also provides a visual representation of how
certain products will look on the customer to give
them a closer approximation before they buy it.
https://sephoravirtualartist.com/ca-
en/landing_5.0.php?country=CA&lang=en&x=&skintone=&currentModel=
Macy’s On Call
a mobile Web-based AI platform that lets
shoppers get answers customized to the
store they're in — like where a particular
brand is located or what's in stock — that
they would normally ask a sales associate
face-to-face.
https://www.youtube.com/watch?time_continue=15&v=P
RtQzcIzqy8&feature=emb_logo
CASE STUDIES
THANK YOU
[This slide is created by AI – Hello!]

Ai for everyone

  • 1.
  • 2.
    AI from ourchildhood
  • 3.
  • 4.
    Different people thinkof AI differently The study of mental faculties through the use of computational models (Charniak and McDermott, 1985) The automation of activities that we associate with human thinking, activities such as decision-making, problem solving, learning (Bellman, 1978) The art of creating machines that perform functions that require intelligence when performed by people (Kurzweil, 1990) The exciting new effort to make computers think ... machines with minds, in the full and literal sense (Haugeland, 1985) The study of how to make computers do things at which, at the moment, people are better (Rich and Knight, 1991 The study of the computations that make it possible to perceive, reason, and act (Winston, 1992) A field of study that seeks to explain and emulate intelligent behavior in terms of computational processes (Schalkoff, 1990) The branch of computer science that is concerned with the automation of intelligent behavior'' (Luger and Stubblefield, 1993)
  • 5.
    AI is theability of a computer program or a machine to ACT HUMANLY THINK HUMANLY ACT RATIONALLY THINK RATIONALLY
  • 6.
    It’s very commonthese days to come across these terms MACHINE LEARNING DEEP LEARNING, DATA SCIENCE, and much more
  • 7.
    INPUT OUTPUT MACHINE LEARNING Machinelearning is the subfield of computer science that gives computers the ability to learn without being explicitly programmed (Wikipedia) (Supervised learning)
  • 8.
  • 9.
    MACHINE LEARNING SIMPLEWORKFLOW COLLECT DATA TRAIN MODEL DEPLOY MODEL The data set will connect to an algorithm, and the algorithm leverages sophisticated mathematical modeling to learn and develop predictions. Practice makes perfect!
  • 10.
    DEEP LEARNING Deep Learninglà một solfware bắt chước mạng lưới các neuron trong não con người. Nó là một tập hợp con của Machine Learning và được gọi là Deep Learning vì nó sử dụng các deep neural networks
  • 11.
    MACHINE LEARNING VSDEEP LEARNING
  • 12.
    AI MACHINE LEARNING DEEP LEARNING DATASCIENCE Generate value from data Learn from data Take action from data
  • 13.
    Gmail and GoogleDocs now use AI to read what you're typing, then understand it enough to recommend what to type next. Facebook uses AI to detect who is in your photos, then recommends who to tag. Self-driving cars use AI to detect obstacles and drive (hopefully) in a safe and effective way. Siri on iPhone uses AI to understand your voice commands and create responses that make sense. Basic examples of AI in use today
  • 14.
    Netflix uses AIfor Personalization of Movie Recommendations, Auto-Generation and Personalization of Thumbnails, Streaming Quality, … Other example
  • 15.
    What AI Canand Can’t Do
  • 16.
  • 17.
    One imperfect ruleof thumb we can use to decide what machine learning (supervised learning) may or may not be able to do is that, anything a human could do with a second of thought
  • 18.
    WHAT MACHINE LEARNINGCAN DO, FOR EXAMPLE:
  • 19.
    WHAT MACHINE LEARNINGCAN’T DO to analyze a market and write a 50 page report, a human cannot write a 50 page mark of analysis report in a second
  • 20.
    [Email] "The iphonearrived two days late, so I wasn't able to give it to my girlfriend for her birthday. Can I return it?” Refund request Input text • refund or a shipping problem, • shipping query, • or a different requests Reply: Oh, sorry to hear that. I hope you're girlfriend had a good birthday. Yes, we can help with, and so on. • "Thank you for your email" AI CAN DO AI CAN’T DO
  • 21.
    • Learning a“simple” concept • Lots of data available What makes more likely to be feasible • trying to learn a complex concept from small amounts of data. • it's asked to perform on new types of data AI tends to do poorly when
  • 22.
    How AI appliesto advertising
  • 23.
    AI is transformingwhat is possible in the world of advertising at every level, from ad creation to audience targeting to ad buying
  • 24.
  • 25.
    https://www.youtube.com/watch?v=a2_smFoqQUg THE LEXUS ADTHAT NO HUMAN CREATED Lexus has created the first ever advert scripted entirely by AI – a dramatic 60s film that tells the story of a car that comes to life to mark the launch of its new ES executive saloon car
  • 26.
    https://www.youtube.com/watch?v=a2_smFoqQUg HOW DID LEXUSDO THAT? They developed the bespoke AI and trained it with data including 15 years of award-winning luxury adverts, emotional intelligence about what connects most strongly with viewers and specially commissioned information about human intuition. THE LEXUS AD THAT NO HUMAN CREATED
  • 27.
    THE LEXUS ADTHAT NO HUMAN CREATED Source: TheDots Learning, Square Group
  • 28.
    Source: TheDots Learning,Square Group THE LEXUS AD THAT NO HUMAN CREATED
  • 29.
    Ad performance andbudget effectiveness
  • 30.
    HOW REDBALLOON USEDAI TO GET A 3,000% RETURN ON AD SPEND $45,000 per month on ad agencies alone to run digital advertising for the brand. over $50 to acquire a single customer at the time. Tốn kém quá trời ơiii Naomi Simson – Co-founded Redballoon an online marketplace for gifts and experiences since 2001: customers have bought everything from outdoor adventures to cooking classes—for themselves or as a present for someone else. In early stage, the brand spent The biggest pain point RedBalloon had was paid advertising
  • 31.
    Albert – AI-poweredplatform that automatically runs and optimizes paid advertising campaigns Then one day, Albert came into Simson’s life….and he saved her… WHAT DID ALBERT DO? “He” analyzed data across the ad accounts and customer databases, then uses sophisticated machine learning to target, run and optimize the ad campaigns. Example: Albert turn out the expats were highly motivated to buy gifts and experiences whenever they returned home, either for themselves or themselves. Then “he” effectively advertised to this TA group. HOW REDBALLOON USED AI TO GET A 3,000% RETURN ON AD SPEND
  • 32.
    Facebook advertising, specificallyad frequency and relevance score. These two numbers are key pieces of data that Facebook’s algorithms use—without human involvement—to dictate how much we pay and how our ads are displayed. FACEBOOK ADVERTISING – an example of how AI can optimize advertising spend and targeting Ads relevance score feedback: Relevance Scores được tính dựa trên sự phản hồi của khách hàng là tiêu cực hay tích cực. Hiểu thêm về relevance score Link
  • 33.
  • 34.
    Source: TheDots Learning,Square Group SEVERAL WAYS THAT FASHION BRANDS ARE USING AI FOR PERSONALIZATION
  • 35.
    CASE STUDIES SEPHORA VISUALARTIST Sephora Visual Artist app allows customers to upload theirs photo, which then recognizes the most compatible shades for the individual, and then through the use of AI can give product recommendations from Sephora’s expansive inventory. It also provides a visual representation of how certain products will look on the customer to give them a closer approximation before they buy it. https://sephoravirtualartist.com/ca- en/landing_5.0.php?country=CA&lang=en&x=&skintone=&currentModel=
  • 36.
    Macy’s On Call amobile Web-based AI platform that lets shoppers get answers customized to the store they're in — like where a particular brand is located or what's in stock — that they would normally ask a sales associate face-to-face. https://www.youtube.com/watch?time_continue=15&v=P RtQzcIzqy8&feature=emb_logo CASE STUDIES
  • 37.
    THANK YOU [This slideis created by AI – Hello!]

Editor's Notes

  • #17 it’s not magic
  • #18 it’s not magic
  • #29 Square Group
  • #33 AI can dictate how the ad spend gets used, who sees the ads, and how effective overall campaigns are.
  • #35 CRM Customer relationship management With the right data, AI-powered ad tools can detect patterns at scale in your advertising data, then predict what changes to campaigns will improve performance against a specific KPI. This can all happen in seconds, rather than the hours, days, or weeks it might take a human to analyze, test, and iterate across campaigns.
  • #38 HĂ nh động như người (acting humanly) Suy nghÄŠ như người (thinking humanly) Suy nghÄŠ hᝣp lĂ˝ (thinking rationally) HĂ nh động hᝣp lĂ˝ (acting rationally) Case study self driving cars: Motion planning lĂ  tấo đường đi, lĂŞn káşż hoấch đường đi trước https://searchenterpriseai.techtarget.com/definition/driverless-car self driving cars