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POM 681: Assignment 1
Deepika Saple and Miloni Shah
7 Ways Big Data will increase Conversion Rate on your Site
Helps create a data
driven strategy
• Conversion of big data
into data driven
marketing strategies
• Effective in reaching
potential customers
thus increasing profit
margins and revenue
Allows you to understand your
customers
• Customers are aware and
educated
• Using big data, sales increases by
60%
• Customized service to the
consumers
• Thus, big data is an accurate way
to understand, attract, nurture and
guide your customers
• Informs you on how is the
product being perceived in
the market
• Access to customer reviews
• Reviews can be used as a
valuable insights, to improve
product
• Top-notch seller customers
are self-driven
Helps evaluate your product
Keeps your data up-to-date
• Big data tools such as CRM
keeps data organized and
secure
• A sales pipeline template will
give you clear idea on potential
leads and forecasting ideas for
strategies
Better Pricing Decisions
• Analyze the big data you have
on your customer to know the
exact prices and demands in
the market
Suggest Relevant Reccomendations
• Predict the next steps of your customer!
• The more relevant the recommendation, the higher
the rate of conversion
Increase Customer Responsiveness
• Customers tend to shop more on
websites with a responsive design
• With the lower level of patience in
customers the higher the
responsiveness of the website has a
higher conversion rate
Non- Responsive Responsive
FIVE OF THE SCARIEST PREDICTIONS ABOUT ARTIFICIAL
INTELLIGENCE
• Jobs are getting
automated
• Proponents of AI
consider new jobs
will be created
• AI will lead to next
world war III
• It’s not AI that’s
scary, it’s the
weapons
• Diagnosis will be
easier and earlier
• Industry will become
data driven
• Patient’s privacy will
be compromised
UNEMPLOYMENT WAR ROBO DOCTORS
• They have access to all your
moves and all your data using
facial recognition and AI
• Claims to reduce crimes
• Social credit systems
MASS SURVEILLANCE
• AI and facial recognition biases
based on color, race and gender
• IBM is tackling discrimination in AI,
by providing 2 data sets of various
skin tones and attributes
DISCRIMINATION
DEEP LEARNING AI DIAGNOSED
ALZHEIMER’S 6-YEARS EARLIER
THAN CONVENTIONAL
METHODS
How do we do this ? By determining
metabolic changes
in the brain
OBJECTIVE: TO DIAGNOSE ALZHEIMER’S 6 YEARS EARLIER THAN CONVENTIONAL METHODS
18-f-fluorodeoxyglucose Positron emission
tomography
18-F-FLUORODEOXYGLUCOSE POSITRON EMISSION TOMOGRAPHY (FDG-PET)
Uptake of
18-f-fluorodeoxyglucose
is an indicator of
metabolic activities
Example of fluorine 18 fluorodeoxyglucose PET images
A. 76 year old man
with AD
B. 83 year old
woman with MCI
C. 80 year old man
with non-AD/MCI
Note: The researchers had access to 2100 FDG-PET images, from 1002 patients MCI: Mild Cognitive Impairments
CONVOLUTIONAL NEURAL NETWORK
Training data Testing Data
90%
10%
RECEIVER OPERATING CHARACTERISTIC
CURVE (ROC)
Post training the algorithm, the
scientists tested it on a new set
of 40 imaging exams from 40
patients that it had never
studied.
The algorithm was able to score 100% at detecting the disease on an average of 6 years
earlier than the final diagnosis was made.
Deep learning and AI .pptx

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Deep learning and AI .pptx

  • 1. POM 681: Assignment 1 Deepika Saple and Miloni Shah
  • 2. 7 Ways Big Data will increase Conversion Rate on your Site
  • 3. Helps create a data driven strategy • Conversion of big data into data driven marketing strategies • Effective in reaching potential customers thus increasing profit margins and revenue
  • 4. Allows you to understand your customers • Customers are aware and educated • Using big data, sales increases by 60% • Customized service to the consumers • Thus, big data is an accurate way to understand, attract, nurture and guide your customers
  • 5. • Informs you on how is the product being perceived in the market • Access to customer reviews • Reviews can be used as a valuable insights, to improve product • Top-notch seller customers are self-driven Helps evaluate your product
  • 6. Keeps your data up-to-date • Big data tools such as CRM keeps data organized and secure • A sales pipeline template will give you clear idea on potential leads and forecasting ideas for strategies
  • 7. Better Pricing Decisions • Analyze the big data you have on your customer to know the exact prices and demands in the market
  • 8. Suggest Relevant Reccomendations • Predict the next steps of your customer! • The more relevant the recommendation, the higher the rate of conversion
  • 9. Increase Customer Responsiveness • Customers tend to shop more on websites with a responsive design • With the lower level of patience in customers the higher the responsiveness of the website has a higher conversion rate Non- Responsive Responsive
  • 10. FIVE OF THE SCARIEST PREDICTIONS ABOUT ARTIFICIAL INTELLIGENCE
  • 11. • Jobs are getting automated • Proponents of AI consider new jobs will be created • AI will lead to next world war III • It’s not AI that’s scary, it’s the weapons • Diagnosis will be easier and earlier • Industry will become data driven • Patient’s privacy will be compromised UNEMPLOYMENT WAR ROBO DOCTORS
  • 12. • They have access to all your moves and all your data using facial recognition and AI • Claims to reduce crimes • Social credit systems MASS SURVEILLANCE • AI and facial recognition biases based on color, race and gender • IBM is tackling discrimination in AI, by providing 2 data sets of various skin tones and attributes DISCRIMINATION
  • 13.
  • 14. DEEP LEARNING AI DIAGNOSED ALZHEIMER’S 6-YEARS EARLIER THAN CONVENTIONAL METHODS
  • 15. How do we do this ? By determining metabolic changes in the brain OBJECTIVE: TO DIAGNOSE ALZHEIMER’S 6 YEARS EARLIER THAN CONVENTIONAL METHODS
  • 16. 18-f-fluorodeoxyglucose Positron emission tomography 18-F-FLUORODEOXYGLUCOSE POSITRON EMISSION TOMOGRAPHY (FDG-PET) Uptake of 18-f-fluorodeoxyglucose is an indicator of metabolic activities
  • 17. Example of fluorine 18 fluorodeoxyglucose PET images A. 76 year old man with AD B. 83 year old woman with MCI C. 80 year old man with non-AD/MCI Note: The researchers had access to 2100 FDG-PET images, from 1002 patients MCI: Mild Cognitive Impairments
  • 18. CONVOLUTIONAL NEURAL NETWORK Training data Testing Data 90% 10% RECEIVER OPERATING CHARACTERISTIC CURVE (ROC)
  • 19. Post training the algorithm, the scientists tested it on a new set of 40 imaging exams from 40 patients that it had never studied.
  • 20. The algorithm was able to score 100% at detecting the disease on an average of 6 years earlier than the final diagnosis was made.

Editor's Notes

  1. Do you know how much %of your sales you can increase by utilizing big data? 60% . Do you know how much of the big data is being processed, analyzed and utilized rightly? 0.5%
  2. 90% of the images were used for training the deep learning model, and 10% of the images were used to test the ability of the trained model to evaluate model’s ability to predict if the patient had Alzheimer's using patients brain image data. The trained model was able to predict the incidence