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Make Love 101 
Basic of Making a Genius Baby (Supervised) & Benefits
Durian!
Line Celcom Slow! 
Line Maxis Fast! 
Service Celcom 
Best! 
Customer Service 
Maxis Suck! 
Line Umobile Fast! 
Line Tunetalk Slow! 
Customer Service 
Digi Best! 
Customer RedOne 
Suck! 
Line MyTron Slow! 
Line Clixster Fast! 
Customer Service 
Clixster Suck! 
Customer Service 
MyTron Best!
Line Celcom Slow! 
Line Maxis Fast! 
Service Celcom 
Best! 
Customer Service 
Maxis Suck! 
Internet 
Support
Line Celcom Slow! 
Line Maxis Fast! 
Service Celcom 
Best! 
Customer Service 
Maxis Suck! 
Celcom 
Maxis
Line Celcom Slow! 
Line Maxis Fast! 
Service Celcom 
Best! 
Customer Service 
Maxis Suck! 
Negative 
Positive
Line Umobile Fast! 
Line Tunetalk Slow! 
Customer Service 
Digi Best! 
Customer RedOne 
Suck! 
Internet 
Support
Line Umobile Fast! 
Line Tunetalk Slow! 
Customer Service 
Digi Best! 
Customer RedOne 
Suck! 
Umobile 
TuneTalk 
Digi 
RedOne
Line Umobile Fast! 
Line Tunetalk Slow! 
Positive Negative 
Customer Service 
Digi Best! 
Customer RedOne 
Suck!
Best nya TuneTalk 
punya Customer 
Service! 
Category - Support 
Identity - TuneTalk 
Tone - Positive
What if 100,000 or more feeds/activities everyday?
Share of Voices
Categories
ML 
Live 
http://twitrum.com/demo
Improve Accuracy 
- Parameters: Gaussian, Multinomial, Bernoulli... 
- Techniques: ensembling, boosting, bagging... 
- Data: Clean, Volume, Features...
Summary
Machine Learning 101 
Basic of Making Sense of Data (Supervised) & Values

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Machine Learning 101: Basic of Making Sense of Data (Supervised) & Values

  • 1. Make Love 101 Basic of Making a Genius Baby (Supervised) & Benefits
  • 2.
  • 4. Line Celcom Slow! Line Maxis Fast! Service Celcom Best! Customer Service Maxis Suck! Line Umobile Fast! Line Tunetalk Slow! Customer Service Digi Best! Customer RedOne Suck! Line MyTron Slow! Line Clixster Fast! Customer Service Clixster Suck! Customer Service MyTron Best!
  • 5. Line Celcom Slow! Line Maxis Fast! Service Celcom Best! Customer Service Maxis Suck! Internet Support
  • 6. Line Celcom Slow! Line Maxis Fast! Service Celcom Best! Customer Service Maxis Suck! Celcom Maxis
  • 7. Line Celcom Slow! Line Maxis Fast! Service Celcom Best! Customer Service Maxis Suck! Negative Positive
  • 8. Line Umobile Fast! Line Tunetalk Slow! Customer Service Digi Best! Customer RedOne Suck! Internet Support
  • 9. Line Umobile Fast! Line Tunetalk Slow! Customer Service Digi Best! Customer RedOne Suck! Umobile TuneTalk Digi RedOne
  • 10. Line Umobile Fast! Line Tunetalk Slow! Positive Negative Customer Service Digi Best! Customer RedOne Suck!
  • 11. Best nya TuneTalk punya Customer Service! Category - Support Identity - TuneTalk Tone - Positive
  • 12. What if 100,000 or more feeds/activities everyday?
  • 16. Improve Accuracy - Parameters: Gaussian, Multinomial, Bernoulli... - Techniques: ensembling, boosting, bagging... - Data: Clean, Volume, Features...
  • 18. Machine Learning 101 Basic of Making Sense of Data (Supervised) & Values