SlideShare a Scribd company logo
IMAGES TO BUSINESS DATA
▷ INFORMING THE NEXT BEST
ACTION
JACK C CRAWFORD
▷ Employing artificial intelligence for business advantage
Copyright 2016, Jack C Crawford. For educational purposes only (fair use)
SINCE THE DAWN OF
TYPEWRITERS, ORGANIZATIONS
HAVE CREATED SILOS OF
INFORMATION
Image: breezeware.net
THIS DISRUPTS THE CUSTOMER’S
EXPERIENCE
Image: nuance.com
SILOED AI WILL JUST MAKE IT
WORSE
Make it better
instead
▷ Let the machine
take over the parts
we do poorly
Image: enterpriseinnovation.net
IMAGES? ENTERPRISE DATA?
TWO IDEAS:
A) Remove humans from image analysis
▷ Don’t review every receipt in an expense report
▷ Let the machine do it for you
B) Engage in real time
▷ Recognize mood
▷ Respond accordingly
THE PROJECT – EXPENSE RECEIPT
AUDITING
Image: dreamtimes.com
THE HYPOTHESIS
The image can be
compared against the
DATA that is in the
expense report line
item
If it matches, there is
no need to view the
deep learning
IT’S NOT GOING TO BE EASY, BUT
IT WILL BE WORTH IT
100 employees submit
expense reports each
week
An average of 15 line
items, each with a
required receipt
Headcount of 6 people
to review (i.e. audit)
each line item
Savings: HUGE
NEXT BEST ACTION
▷ Recognize
mood
▷ Respond
accordingly
Image: ointegration.com/go/why-personalization
Image: pega.com
Image: pega.com
Going from an image to the next best action is
simply a trigger to the machine learning driven
recommendation
AND IT DOESN’T TAKE A HUMAN TO PERFORM
THE ACTION (SEE PREVIOUS SLIDE)
THANK YOU
@JACKCCRAWFORD

More Related Content

Similar to From images to business data, informing the next best action

FFCON19: EMBRACING CHANGE: Bringing Humanity to Artificial Intelligence (Eli...
FFCON19:  EMBRACING CHANGE: Bringing Humanity to Artificial Intelligence (Eli...FFCON19:  EMBRACING CHANGE: Bringing Humanity to Artificial Intelligence (Eli...
FFCON19: EMBRACING CHANGE: Bringing Humanity to Artificial Intelligence (Eli...
Craig Asano
 
Drive digital transformation with AI
Drive digital transformation with AIDrive digital transformation with AI
Drive digital transformation with AI
Amazon Web Services
 
ROI for Internal Communicators
ROI for Internal CommunicatorsROI for Internal Communicators
ROI for Internal Communicators
Tarek Kamil
 
MastersGate Ecommerce Summit 2018 - Automatizácia a AI v online marketingu - ...
MastersGate Ecommerce Summit 2018 - Automatizácia a AI v online marketingu - ...MastersGate Ecommerce Summit 2018 - Automatizácia a AI v online marketingu - ...
MastersGate Ecommerce Summit 2018 - Automatizácia a AI v online marketingu - ...
Adriana Mučičková
 
AWS Transformation Day - Minneapolis 2018
AWS Transformation Day - Minneapolis 2018AWS Transformation Day - Minneapolis 2018
AWS Transformation Day - Minneapolis 2018
Amazon Web Services
 
Enriching your app with Image recognition and AWS AI services Hebrew Webinar
Enriching your app with Image recognition and AWS AI services Hebrew WebinarEnriching your app with Image recognition and AWS AI services Hebrew Webinar
Enriching your app with Image recognition and AWS AI services Hebrew Webinar
Boaz Ziniman
 
Futureproofing your career: Staying relevant in the age of automation
Futureproofing your career: Staying relevant in the age of automationFutureproofing your career: Staying relevant in the age of automation
Futureproofing your career: Staying relevant in the age of automation
Social Tables
 
VanillaHR Pitch WebSummit 2022
VanillaHR Pitch WebSummit 2022VanillaHR Pitch WebSummit 2022
VanillaHR Pitch WebSummit 2022
ssuser6a98df
 
Jason Seiden @ LinkedIn Talent Connect 2013
Jason Seiden @ LinkedIn Talent Connect 2013Jason Seiden @ LinkedIn Talent Connect 2013
Jason Seiden @ LinkedIn Talent Connect 2013
Brand Amper (acquired by The Muse June, 2017)
 
Knock It Off: A 4-point Stop-doing List That Will Make You 9 Gajillion Percen...
Knock It Off: A 4-point Stop-doing List That Will Make You 9 Gajillion Percen...Knock It Off: A 4-point Stop-doing List That Will Make You 9 Gajillion Percen...
Knock It Off: A 4-point Stop-doing List That Will Make You 9 Gajillion Percen...
LinkedIn Talent Solutions
 
[DSC Adria 23] Tarry Singh Building High dencity startup.pdf
[DSC Adria 23] Tarry Singh Building High dencity startup.pdf[DSC Adria 23] Tarry Singh Building High dencity startup.pdf
[DSC Adria 23] Tarry Singh Building High dencity startup.pdf
DataScienceConferenc1
 
Input Variables - Presentation ADC*E Festival ‘17
Input Variables - Presentation ADC*E Festival ‘17Input Variables - Presentation ADC*E Festival ‘17
Input Variables - Presentation ADC*E Festival ‘17
Helge Tennø
 
Rendi le tue app più smart con i servizi AI di AWS
Rendi le tue app più smart con i servizi AI di AWSRendi le tue app più smart con i servizi AI di AWS
Rendi le tue app più smart con i servizi AI di AWS
Amazon Web Services
 
The Sky’s the Limit – The Rise of Machine Learnin
The Sky’s the Limit – The Rise of Machine LearninThe Sky’s the Limit – The Rise of Machine Learnin
The Sky’s the Limit – The Rise of Machine Learnin
Inside Analysis
 
The Neuron - Issue 2. Artificial Intelligence Magazine
The Neuron - Issue 2. Artificial Intelligence MagazineThe Neuron - Issue 2. Artificial Intelligence Magazine
The Neuron - Issue 2. Artificial Intelligence Magazine
amolpalekar
 
A.I. in the Enterprise: Computer Vision
A.I. in the Enterprise: Computer VisionA.I. in the Enterprise: Computer Vision
A.I. in the Enterprise: Computer Vision
Christopher Mohritz
 
How HR Can Move the Needle for Business
How HR Can Move the Needle for BusinessHow HR Can Move the Needle for Business
How HR Can Move the Needle for Business
Human Capital Media
 
Selasdia - applications of text analytics to B2B sales and marketing
Selasdia - applications of text analytics to B2B sales and marketingSelasdia - applications of text analytics to B2B sales and marketing
Selasdia - applications of text analytics to B2B sales and marketing
Selasdia - Robotic Salesman
 
Digital Predictions, 2010 and Beyond
Digital Predictions, 2010 and BeyondDigital Predictions, 2010 and Beyond
Digital Predictions, 2010 and Beyond
Dan Dooley
 
Infographics for business communication in 60 minutes
Infographics for business communication in 60 minutesInfographics for business communication in 60 minutes
Infographics for business communication in 60 minutes
Digital Vidya
 

Similar to From images to business data, informing the next best action (20)

FFCON19: EMBRACING CHANGE: Bringing Humanity to Artificial Intelligence (Eli...
FFCON19:  EMBRACING CHANGE: Bringing Humanity to Artificial Intelligence (Eli...FFCON19:  EMBRACING CHANGE: Bringing Humanity to Artificial Intelligence (Eli...
FFCON19: EMBRACING CHANGE: Bringing Humanity to Artificial Intelligence (Eli...
 
Drive digital transformation with AI
Drive digital transformation with AIDrive digital transformation with AI
Drive digital transformation with AI
 
ROI for Internal Communicators
ROI for Internal CommunicatorsROI for Internal Communicators
ROI for Internal Communicators
 
MastersGate Ecommerce Summit 2018 - Automatizácia a AI v online marketingu - ...
MastersGate Ecommerce Summit 2018 - Automatizácia a AI v online marketingu - ...MastersGate Ecommerce Summit 2018 - Automatizácia a AI v online marketingu - ...
MastersGate Ecommerce Summit 2018 - Automatizácia a AI v online marketingu - ...
 
AWS Transformation Day - Minneapolis 2018
AWS Transformation Day - Minneapolis 2018AWS Transformation Day - Minneapolis 2018
AWS Transformation Day - Minneapolis 2018
 
Enriching your app with Image recognition and AWS AI services Hebrew Webinar
Enriching your app with Image recognition and AWS AI services Hebrew WebinarEnriching your app with Image recognition and AWS AI services Hebrew Webinar
Enriching your app with Image recognition and AWS AI services Hebrew Webinar
 
Futureproofing your career: Staying relevant in the age of automation
Futureproofing your career: Staying relevant in the age of automationFutureproofing your career: Staying relevant in the age of automation
Futureproofing your career: Staying relevant in the age of automation
 
VanillaHR Pitch WebSummit 2022
VanillaHR Pitch WebSummit 2022VanillaHR Pitch WebSummit 2022
VanillaHR Pitch WebSummit 2022
 
Jason Seiden @ LinkedIn Talent Connect 2013
Jason Seiden @ LinkedIn Talent Connect 2013Jason Seiden @ LinkedIn Talent Connect 2013
Jason Seiden @ LinkedIn Talent Connect 2013
 
Knock It Off: A 4-point Stop-doing List That Will Make You 9 Gajillion Percen...
Knock It Off: A 4-point Stop-doing List That Will Make You 9 Gajillion Percen...Knock It Off: A 4-point Stop-doing List That Will Make You 9 Gajillion Percen...
Knock It Off: A 4-point Stop-doing List That Will Make You 9 Gajillion Percen...
 
[DSC Adria 23] Tarry Singh Building High dencity startup.pdf
[DSC Adria 23] Tarry Singh Building High dencity startup.pdf[DSC Adria 23] Tarry Singh Building High dencity startup.pdf
[DSC Adria 23] Tarry Singh Building High dencity startup.pdf
 
Input Variables - Presentation ADC*E Festival ‘17
Input Variables - Presentation ADC*E Festival ‘17Input Variables - Presentation ADC*E Festival ‘17
Input Variables - Presentation ADC*E Festival ‘17
 
Rendi le tue app più smart con i servizi AI di AWS
Rendi le tue app più smart con i servizi AI di AWSRendi le tue app più smart con i servizi AI di AWS
Rendi le tue app più smart con i servizi AI di AWS
 
The Sky’s the Limit – The Rise of Machine Learnin
The Sky’s the Limit – The Rise of Machine LearninThe Sky’s the Limit – The Rise of Machine Learnin
The Sky’s the Limit – The Rise of Machine Learnin
 
The Neuron - Issue 2. Artificial Intelligence Magazine
The Neuron - Issue 2. Artificial Intelligence MagazineThe Neuron - Issue 2. Artificial Intelligence Magazine
The Neuron - Issue 2. Artificial Intelligence Magazine
 
A.I. in the Enterprise: Computer Vision
A.I. in the Enterprise: Computer VisionA.I. in the Enterprise: Computer Vision
A.I. in the Enterprise: Computer Vision
 
How HR Can Move the Needle for Business
How HR Can Move the Needle for BusinessHow HR Can Move the Needle for Business
How HR Can Move the Needle for Business
 
Selasdia - applications of text analytics to B2B sales and marketing
Selasdia - applications of text analytics to B2B sales and marketingSelasdia - applications of text analytics to B2B sales and marketing
Selasdia - applications of text analytics to B2B sales and marketing
 
Digital Predictions, 2010 and Beyond
Digital Predictions, 2010 and BeyondDigital Predictions, 2010 and Beyond
Digital Predictions, 2010 and Beyond
 
Infographics for business communication in 60 minutes
Infographics for business communication in 60 minutesInfographics for business communication in 60 minutes
Infographics for business communication in 60 minutes
 

Recently uploaded

Digital Transformation and IT Strategy Toolkit and Templates
Digital Transformation and IT Strategy Toolkit and TemplatesDigital Transformation and IT Strategy Toolkit and Templates
Digital Transformation and IT Strategy Toolkit and Templates
Aurelien Domont, MBA
 
Buy Verified PayPal Account | Buy Google 5 Star Reviews
Buy Verified PayPal Account | Buy Google 5 Star ReviewsBuy Verified PayPal Account | Buy Google 5 Star Reviews
Buy Verified PayPal Account | Buy Google 5 Star Reviews
usawebmarket
 
FINAL PRESENTATION.pptx12143241324134134
FINAL PRESENTATION.pptx12143241324134134FINAL PRESENTATION.pptx12143241324134134
FINAL PRESENTATION.pptx12143241324134134
LR1709MUSIC
 
ikea_woodgreen_petscharity_cat-alogue_digital.pdf
ikea_woodgreen_petscharity_cat-alogue_digital.pdfikea_woodgreen_petscharity_cat-alogue_digital.pdf
ikea_woodgreen_petscharity_cat-alogue_digital.pdf
agatadrynko
 
Maksym Vyshnivetskyi: PMO Quality Management (UA)
Maksym Vyshnivetskyi: PMO Quality Management (UA)Maksym Vyshnivetskyi: PMO Quality Management (UA)
Maksym Vyshnivetskyi: PMO Quality Management (UA)
Lviv Startup Club
 
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdfSearch Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Arihant Webtech Pvt. Ltd
 
Training my puppy and implementation in this story
Training my puppy and implementation in this storyTraining my puppy and implementation in this story
Training my puppy and implementation in this story
WilliamRodrigues148
 
The effects of customers service quality and online reviews on customer loyal...
The effects of customers service quality and online reviews on customer loyal...The effects of customers service quality and online reviews on customer loyal...
The effects of customers service quality and online reviews on customer loyal...
balatucanapplelovely
 
Recruiting in the Digital Age: A Social Media Masterclass
Recruiting in the Digital Age: A Social Media MasterclassRecruiting in the Digital Age: A Social Media Masterclass
Recruiting in the Digital Age: A Social Media Masterclass
LuanWise
 
Premium MEAN Stack Development Solutions for Modern Businesses
Premium MEAN Stack Development Solutions for Modern BusinessesPremium MEAN Stack Development Solutions for Modern Businesses
Premium MEAN Stack Development Solutions for Modern Businesses
SynapseIndia
 
Brand Analysis for an artist named Struan
Brand Analysis for an artist named StruanBrand Analysis for an artist named Struan
Brand Analysis for an artist named Struan
sarahvanessa51503
 
In the Adani-Hindenburg case, what is SEBI investigating.pptx
In the Adani-Hindenburg case, what is SEBI investigating.pptxIn the Adani-Hindenburg case, what is SEBI investigating.pptx
In the Adani-Hindenburg case, what is SEBI investigating.pptx
Adani case
 
Authentically Social Presented by Corey Perlman
Authentically Social Presented by Corey PerlmanAuthentically Social Presented by Corey Perlman
Authentically Social Presented by Corey Perlman
Corey Perlman, Social Media Speaker and Consultant
 
BeMetals Investor Presentation_June 1, 2024.pdf
BeMetals Investor Presentation_June 1, 2024.pdfBeMetals Investor Presentation_June 1, 2024.pdf
BeMetals Investor Presentation_June 1, 2024.pdf
DerekIwanaka1
 
The Influence of Marketing Strategy and Market Competition on Business Perfor...
The Influence of Marketing Strategy and Market Competition on Business Perfor...The Influence of Marketing Strategy and Market Competition on Business Perfor...
The Influence of Marketing Strategy and Market Competition on Business Perfor...
Adam Smith
 
An introduction to the cryptocurrency investment platform Binance Savings.
An introduction to the cryptocurrency investment platform Binance Savings.An introduction to the cryptocurrency investment platform Binance Savings.
An introduction to the cryptocurrency investment platform Binance Savings.
Any kyc Account
 
Discover the innovative and creative projects that highlight my journey throu...
Discover the innovative and creative projects that highlight my journey throu...Discover the innovative and creative projects that highlight my journey throu...
Discover the innovative and creative projects that highlight my journey throu...
dylandmeas
 
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdfMeas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
dylandmeas
 
Bài tập - Tiếng anh 11 Global Success UNIT 1 - Bản HS.doc
Bài tập - Tiếng anh 11 Global Success UNIT 1 - Bản HS.docBài tập - Tiếng anh 11 Global Success UNIT 1 - Bản HS.doc
Bài tập - Tiếng anh 11 Global Success UNIT 1 - Bản HS.doc
daothibichhang1
 
Building Your Employer Brand with Social Media
Building Your Employer Brand with Social MediaBuilding Your Employer Brand with Social Media
Building Your Employer Brand with Social Media
LuanWise
 

Recently uploaded (20)

Digital Transformation and IT Strategy Toolkit and Templates
Digital Transformation and IT Strategy Toolkit and TemplatesDigital Transformation and IT Strategy Toolkit and Templates
Digital Transformation and IT Strategy Toolkit and Templates
 
Buy Verified PayPal Account | Buy Google 5 Star Reviews
Buy Verified PayPal Account | Buy Google 5 Star ReviewsBuy Verified PayPal Account | Buy Google 5 Star Reviews
Buy Verified PayPal Account | Buy Google 5 Star Reviews
 
FINAL PRESENTATION.pptx12143241324134134
FINAL PRESENTATION.pptx12143241324134134FINAL PRESENTATION.pptx12143241324134134
FINAL PRESENTATION.pptx12143241324134134
 
ikea_woodgreen_petscharity_cat-alogue_digital.pdf
ikea_woodgreen_petscharity_cat-alogue_digital.pdfikea_woodgreen_petscharity_cat-alogue_digital.pdf
ikea_woodgreen_petscharity_cat-alogue_digital.pdf
 
Maksym Vyshnivetskyi: PMO Quality Management (UA)
Maksym Vyshnivetskyi: PMO Quality Management (UA)Maksym Vyshnivetskyi: PMO Quality Management (UA)
Maksym Vyshnivetskyi: PMO Quality Management (UA)
 
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdfSearch Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdf
 
Training my puppy and implementation in this story
Training my puppy and implementation in this storyTraining my puppy and implementation in this story
Training my puppy and implementation in this story
 
The effects of customers service quality and online reviews on customer loyal...
The effects of customers service quality and online reviews on customer loyal...The effects of customers service quality and online reviews on customer loyal...
The effects of customers service quality and online reviews on customer loyal...
 
Recruiting in the Digital Age: A Social Media Masterclass
Recruiting in the Digital Age: A Social Media MasterclassRecruiting in the Digital Age: A Social Media Masterclass
Recruiting in the Digital Age: A Social Media Masterclass
 
Premium MEAN Stack Development Solutions for Modern Businesses
Premium MEAN Stack Development Solutions for Modern BusinessesPremium MEAN Stack Development Solutions for Modern Businesses
Premium MEAN Stack Development Solutions for Modern Businesses
 
Brand Analysis for an artist named Struan
Brand Analysis for an artist named StruanBrand Analysis for an artist named Struan
Brand Analysis for an artist named Struan
 
In the Adani-Hindenburg case, what is SEBI investigating.pptx
In the Adani-Hindenburg case, what is SEBI investigating.pptxIn the Adani-Hindenburg case, what is SEBI investigating.pptx
In the Adani-Hindenburg case, what is SEBI investigating.pptx
 
Authentically Social Presented by Corey Perlman
Authentically Social Presented by Corey PerlmanAuthentically Social Presented by Corey Perlman
Authentically Social Presented by Corey Perlman
 
BeMetals Investor Presentation_June 1, 2024.pdf
BeMetals Investor Presentation_June 1, 2024.pdfBeMetals Investor Presentation_June 1, 2024.pdf
BeMetals Investor Presentation_June 1, 2024.pdf
 
The Influence of Marketing Strategy and Market Competition on Business Perfor...
The Influence of Marketing Strategy and Market Competition on Business Perfor...The Influence of Marketing Strategy and Market Competition on Business Perfor...
The Influence of Marketing Strategy and Market Competition on Business Perfor...
 
An introduction to the cryptocurrency investment platform Binance Savings.
An introduction to the cryptocurrency investment platform Binance Savings.An introduction to the cryptocurrency investment platform Binance Savings.
An introduction to the cryptocurrency investment platform Binance Savings.
 
Discover the innovative and creative projects that highlight my journey throu...
Discover the innovative and creative projects that highlight my journey throu...Discover the innovative and creative projects that highlight my journey throu...
Discover the innovative and creative projects that highlight my journey throu...
 
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdfMeas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
 
Bài tập - Tiếng anh 11 Global Success UNIT 1 - Bản HS.doc
Bài tập - Tiếng anh 11 Global Success UNIT 1 - Bản HS.docBài tập - Tiếng anh 11 Global Success UNIT 1 - Bản HS.doc
Bài tập - Tiếng anh 11 Global Success UNIT 1 - Bản HS.doc
 
Building Your Employer Brand with Social Media
Building Your Employer Brand with Social MediaBuilding Your Employer Brand with Social Media
Building Your Employer Brand with Social Media
 

From images to business data, informing the next best action

  • 1. IMAGES TO BUSINESS DATA ▷ INFORMING THE NEXT BEST ACTION JACK C CRAWFORD ▷ Employing artificial intelligence for business advantage Copyright 2016, Jack C Crawford. For educational purposes only (fair use)
  • 2. SINCE THE DAWN OF TYPEWRITERS, ORGANIZATIONS HAVE CREATED SILOS OF INFORMATION Image: breezeware.net
  • 3. THIS DISRUPTS THE CUSTOMER’S EXPERIENCE Image: nuance.com
  • 4. SILOED AI WILL JUST MAKE IT WORSE Make it better instead ▷ Let the machine take over the parts we do poorly Image: enterpriseinnovation.net
  • 5. IMAGES? ENTERPRISE DATA? TWO IDEAS: A) Remove humans from image analysis ▷ Don’t review every receipt in an expense report ▷ Let the machine do it for you B) Engage in real time ▷ Recognize mood ▷ Respond accordingly
  • 6. THE PROJECT – EXPENSE RECEIPT AUDITING Image: dreamtimes.com
  • 7. THE HYPOTHESIS The image can be compared against the DATA that is in the expense report line item If it matches, there is no need to view the deep learning
  • 8. IT’S NOT GOING TO BE EASY, BUT IT WILL BE WORTH IT 100 employees submit expense reports each week An average of 15 line items, each with a required receipt Headcount of 6 people to review (i.e. audit) each line item Savings: HUGE
  • 9. NEXT BEST ACTION ▷ Recognize mood ▷ Respond accordingly Image: ointegration.com/go/why-personalization
  • 12.
  • 13. Going from an image to the next best action is simply a trigger to the machine learning driven recommendation AND IT DOESN’T TAKE A HUMAN TO PERFORM THE ACTION (SEE PREVIOUS SLIDE)