SlideShare a Scribd company logo
Proprietary + Confidential
Confidential + Proprietary
Massive spike in interest over past ~12 months
Confidential + Proprietary
What is Machine Learning & why now?
How is it changing Google?
What can it do for you?
Proprietary & Confidential
Artificial Intelligence
The science of making things smart
Neural Network
A type of algorithm in machine learning
Machine Learning
Building machines that can learn
Confidential + Proprietary
Machine Learning is a tool that can be applied to...
...operations
...marketing
...production
- Red Roof Inn built custom technology that automatically bids
up near airports of cancelled flights
- Increased bookings by >60%
- Kewpie, major Japanese food manufacturer, using ML to help
workers find bad potato cubes
- AXA uses ML to predict “large loss” car accidents
Confidential + Proprietary
Combination of factors creating current opportunity
Large Datasets Deep Neural Networks Computing Power
Confidential & ProprietaryGoogle Cloud Platform 7
Search
Search Ranking
Speech Recognition
Gmail
Smart Reply
Spam Classification
Photos
Photos Search
Translate
Text, Graphic and
Speech Translations
Android
Keyboard and
Speech Input
Drive
Intelligence in Apps
YouTube
Video Recommendations
Better Thumbnails
Cardboard
Smart Stitching
Play
App Recommendations
Game Developer Experience
Chrome
Search by Image
Maps
Street View Image
Parsing Local Search
Ads
Richer Text Ads
Automated Bidding
How is it changing Google?
Confidential + Proprietary
[beach]Google Photos
Confidential + Proprietary
Smart reply
in Inbox
12%
of all responses
sent on mobile
Confidential & ProprietaryGoogle Cloud Platform 10
Google Translate
10
Confidential + Proprietary
Reach the highest impact
audiences with effective
messages
Optimize for the right
business outcomes
Maximize your advertising
by automating for efficiency
Targe
t
Smarter
Better
Ok, but what does that mean for my marketing strategy?
Confidential + ProprietaryConfidential + Proprietary
Demographics
Location
Confidential + Proprietary
Target the right audiences
Confidential + ProprietaryConfidential + Proprietary
Confidential + Proprietary
Videos Watched
Connection
Browsing History
Watch Time
App Usage
Device Used
Demographics
App Category
Sessions
Search Queries
Time of Day
Day
Age + Gender
Location
Target the right audiences
Confidential + Proprietary
Be smarter: Machine Learning lets you automate & optimize
Confidential + Proprietary
Be smarter: Machine Learning lets you automate & optimize
Confidential + Proprietary
Be smarter: Machine Learning lets you automate & optimize
Confidential + Proprietary
3x sizes
95% of inventory placements
336 x 280
300 x 250
Auto-fit on Any Screen
Analyze user behavior
— statistical sig of 140B
auctions
Adjust bids in real-time —
70M unique variables in
each auction
Increase conversion
volume, flexible to goal
— CPA, ROAS
Automated Bidding Dynamic Creative
Location Signals
Device
Recognition
Intent Signals
Demographics
Be smarter: Machine Learning lets you automate & optimize
Confidential + Proprietary
Be better: Use Machine Learning to optimize the right goals
CPA ($)
Find the right CPA
$20,000
$5,000
$10,000
$15,000
$30,000
$25,000
$50 $100 $150 $200
Revenues
Profits
$0
“Changing our KPI
from CPA to profits
increased our profits
with Google by 59%”
BILL FERRIOLO
SVP Consumer Acquisition
Confidential + Proprietary
Proprietary + Confidential
Creation Deployment
Crazy Idea
Frenzy
Maturity
Scaling
Machine
Learning
Digital
Mobile

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Dan Siegler

  • 2. Confidential + Proprietary Massive spike in interest over past ~12 months
  • 3. Confidential + Proprietary What is Machine Learning & why now? How is it changing Google? What can it do for you?
  • 4. Proprietary & Confidential Artificial Intelligence The science of making things smart Neural Network A type of algorithm in machine learning Machine Learning Building machines that can learn
  • 5. Confidential + Proprietary Machine Learning is a tool that can be applied to... ...operations ...marketing ...production - Red Roof Inn built custom technology that automatically bids up near airports of cancelled flights - Increased bookings by >60% - Kewpie, major Japanese food manufacturer, using ML to help workers find bad potato cubes - AXA uses ML to predict “large loss” car accidents
  • 6. Confidential + Proprietary Combination of factors creating current opportunity Large Datasets Deep Neural Networks Computing Power
  • 7. Confidential & ProprietaryGoogle Cloud Platform 7 Search Search Ranking Speech Recognition Gmail Smart Reply Spam Classification Photos Photos Search Translate Text, Graphic and Speech Translations Android Keyboard and Speech Input Drive Intelligence in Apps YouTube Video Recommendations Better Thumbnails Cardboard Smart Stitching Play App Recommendations Game Developer Experience Chrome Search by Image Maps Street View Image Parsing Local Search Ads Richer Text Ads Automated Bidding How is it changing Google?
  • 9. Confidential + Proprietary Smart reply in Inbox 12% of all responses sent on mobile
  • 10. Confidential & ProprietaryGoogle Cloud Platform 10 Google Translate 10
  • 11. Confidential + Proprietary Reach the highest impact audiences with effective messages Optimize for the right business outcomes Maximize your advertising by automating for efficiency Targe t Smarter Better Ok, but what does that mean for my marketing strategy?
  • 12. Confidential + ProprietaryConfidential + Proprietary Demographics Location Confidential + Proprietary Target the right audiences
  • 13. Confidential + ProprietaryConfidential + Proprietary Confidential + Proprietary Videos Watched Connection Browsing History Watch Time App Usage Device Used Demographics App Category Sessions Search Queries Time of Day Day Age + Gender Location Target the right audiences
  • 14. Confidential + Proprietary Be smarter: Machine Learning lets you automate & optimize
  • 15. Confidential + Proprietary Be smarter: Machine Learning lets you automate & optimize
  • 16. Confidential + Proprietary Be smarter: Machine Learning lets you automate & optimize
  • 17. Confidential + Proprietary 3x sizes 95% of inventory placements 336 x 280 300 x 250 Auto-fit on Any Screen Analyze user behavior — statistical sig of 140B auctions Adjust bids in real-time — 70M unique variables in each auction Increase conversion volume, flexible to goal — CPA, ROAS Automated Bidding Dynamic Creative Location Signals Device Recognition Intent Signals Demographics Be smarter: Machine Learning lets you automate & optimize
  • 18. Confidential + Proprietary Be better: Use Machine Learning to optimize the right goals CPA ($) Find the right CPA $20,000 $5,000 $10,000 $15,000 $30,000 $25,000 $50 $100 $150 $200 Revenues Profits $0 “Changing our KPI from CPA to profits increased our profits with Google by 59%” BILL FERRIOLO SVP Consumer Acquisition
  • 19. Confidential + Proprietary Proprietary + Confidential Creation Deployment Crazy Idea Frenzy Maturity Scaling Machine Learning Digital Mobile