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Christel Schoger | Analytical Consultant
November 2017
Inspiration from Google
Source: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis non erat sem
Proprietary + Confidential
“The perfect search engine should understand exactly
what you mean and give you back exactly what you need.”
Larry Page
Source: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis non erat sem
Proprietary + Confidential
But the revolution is
just beginning
Source: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis non erat sem
Proprietary + Confidential
Still?
How about now?
What about a dog and a mop?
Not so fast...
ML
Machine Learning
AI
Artificial Intelligence
Machine Learning is a subfield of AI:
The algorithms and techniques that enable computers to "learn"
from and make predictions on data. It is also the idea of getting
computers to act without being explicitly programmed to do so.
Artificial Intelligence:
is the science of machines that appear "intelligent",
meaning they replicate (human) intellectual functions such as
adapting, reasoning, creativity or problem solving.
Machine Learning: Training
Machine Learning:
Inference
Statistical
Conclusion
Back to words… (search queries)
San Francisco
New York
Algorithm = Bunch of Rules...
query = ‘Giants’
user location =
‘Bay Area’ ?
user location =
‘New York’ ?
user location =
‘other’ ?
results about
SF Giants
results about
NY Giants
results about
giants
Source: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis non erat sem
Proprietary + Confidential
Search query
Source: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis non erat sem
Proprietary + Confidential
Search query
Device
Location
Time
Interests
Source: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis non erat sem
Proprietary + Confidential
Search query
Device
Location
Time
Interests
Demographics
Browser
Behavior
Search Network
Partner
Audience
Segment
Extensions
Operating
System
Conversion
Path
Device
Model
Conversion
Rate
Language
Day of week
ABUNDANCE OF DATA
ML
Machine Learning
AI
Artificial Intelligence
Sundar Pichai CEO, Google
“Machine learning and artificial intelligence are unlocking capabilities
that were unthinkable only a few years ago.”
→ check out Google.ai
Machine Learning powered by Google Cloud Technology
https://cloud.google.com/products/machine-learning/
AI and Machine Learning are great, but we need to understand the
technology & its limitations and still use Human Intelligence to decide
on where to apply
Be creative, connect the dots | Automation will free up time for more
valuable work and get away from mundane, dull tasks...
Look ahead! Learn from the past and apply (for) the future
Thank you!
Christel Schoger
Analytical Consultant @ Google

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Christel Schoger Insights Google ML AI

  • 1. Christel Schoger | Analytical Consultant November 2017 Inspiration from Google
  • 2. Source: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis non erat sem Proprietary + Confidential
  • 3.
  • 4. “The perfect search engine should understand exactly what you mean and give you back exactly what you need.” Larry Page
  • 5. Source: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis non erat sem Proprietary + Confidential But the revolution is just beginning
  • 6. Source: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis non erat sem Proprietary + Confidential
  • 7.
  • 10. What about a dog and a mop?
  • 12.
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  • 15. ML Machine Learning AI Artificial Intelligence Machine Learning is a subfield of AI: The algorithms and techniques that enable computers to "learn" from and make predictions on data. It is also the idea of getting computers to act without being explicitly programmed to do so. Artificial Intelligence: is the science of machines that appear "intelligent", meaning they replicate (human) intellectual functions such as adapting, reasoning, creativity or problem solving.
  • 18. Back to words… (search queries) San Francisco New York
  • 19. Algorithm = Bunch of Rules... query = ‘Giants’ user location = ‘Bay Area’ ? user location = ‘New York’ ? user location = ‘other’ ? results about SF Giants results about NY Giants results about giants
  • 20.
  • 21. Source: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis non erat sem Proprietary + Confidential Search query
  • 22. Source: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis non erat sem Proprietary + Confidential Search query Device Location Time Interests
  • 23. Source: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis non erat sem Proprietary + Confidential Search query Device Location Time Interests Demographics Browser Behavior Search Network Partner Audience Segment Extensions Operating System Conversion Path Device Model Conversion Rate Language Day of week
  • 25. ML Machine Learning AI Artificial Intelligence Sundar Pichai CEO, Google “Machine learning and artificial intelligence are unlocking capabilities that were unthinkable only a few years ago.” → check out Google.ai
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  • 29. Machine Learning powered by Google Cloud Technology https://cloud.google.com/products/machine-learning/
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  • 33. AI and Machine Learning are great, but we need to understand the technology & its limitations and still use Human Intelligence to decide on where to apply Be creative, connect the dots | Automation will free up time for more valuable work and get away from mundane, dull tasks... Look ahead! Learn from the past and apply (for) the future