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Valencian Summer School in Machine Learning
4rd edition
September 13-14, 2018
BigML, Inc 2
ML 4 Good
Robots for a Better World
David del Ser

AI Studio Director at BFA Global
BigML, Inc ML 4 GOOD: Robots for a Better World 3
A Hard-working Poor Farmer
BigML, Inc ML 4 GOOD: Robots for a Better World 4
Simple Things for a Better Life
Rain Protection Fertilizer Smartphone
BigML, Inc ML 4 GOOD: Robots for a Better World 5
Traditional Finance Won’t Help
Expensive Standardized Hard to
Access
Need ID/Info
2 Billion Unbanked
750M Extreme Poor
BigML, Inc ML 4 GOOD: Robots for a Better World 6
5 Tech Reasons for Optimism
BigML, Inc ML 4 GOOD: Robots for a Better World 7
Mobile Money taking off globally
BigML, Inc ML 4 GOOD: Robots for a Better World 8
Digital Finance and the Real World
BigML, Inc ML 4 GOOD: Robots for a Better World 9
Smartphones Taking Over in Africa
BigML, Inc ML 4 GOOD: Robots for a better world 10
Catalyzing Inclusive Fintech
Investment Advisory Committee
Fund and Project Managers
Supporters
Who is

Catalyst Fund?
11
Catalyst Fund is generously supported by the Bill & Melinda
Gates Foundation and JPMorgan Chase & Co.
The fund is a fiscally sponsored project of Rockefeller
Philanthropy Advisors and managed by BFA (Bankable
Frontier Associates).
The Investment Advisory Committee (IAC) is comprised of
like-minded Impact Investors that each identify, vet, sponsor
and mentor an investee startup during the cohort program.
They are Accion Venture Lab, Omidyar Network, Gray
Ghost Ventures, Quona Capital and 500Startups.
Catalyst Fund: 20 startups
5 IN LATAM
SaaS:
25%
Savings:
6.25%
Platform: 12.5% Insurtech: 25%
Credit: 31.25%
12 IN AFRICA
3 IN ASIA
OUR COMPANIES BY INDUSTRY
BigML, Inc ML 4 GOOD: Robots for a Better World 13
Peace of Mind for $10
BigML, Inc ML 4 GOOD: Robots for a Better World 14
Sign Here With a Selfie
BigML, Inc ML 4 GOOD: Robots for a better world 15
ML Work with Zola
BigML, Inc ML 4 GOOD: Robots for a Better World 16
1.3bn People without Electricity
BigML, Inc ML 4 GOOD: Robots for a Better World 17
What Is Possible Today
BigML, Inc ML 4 GOOD: Robots for a Better World 18
Solar Home System on Lease
BigML, Inc ML 4 GOOD: Robots for a Better World 19
PayGo Lease Customer Journey
BigML, Inc ML 4 GOOD: Robots for a Better World 20
Prediction and Modeling Strategy
BigML, Inc ML 4 GOOD: Robots for a Better World 21
Feature Engineering
Payment
behaviors
Demographics
Contract / Product
Customer
Service
BigML, Inc ML 4 GOOD: Robots for a Better World 22
Example Model Output
The model predicted 70% of “churn” accounts, 30% of “locked but
paid”, almost 100% of “not churn” accounts
BigML, Inc ML 4 GOOD: Robots for a better world 23
Zoom Out for Optimism
BigML, Inc ML 4 GOOD: Robots for a Better World 24
Extreme Poverty is Going Away
BigML, Inc ML 4 GOOD: Robots for a Better World 25
Want to Join the Mission?
Funding Talent Data
ddelser@bfaglobal.com
VSSML18. Machine Learning 4 Good

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VSSML18. Machine Learning 4 Good

  • 1. Valencian Summer School in Machine Learning 4rd edition September 13-14, 2018
  • 2. BigML, Inc 2 ML 4 Good Robots for a Better World David del Ser AI Studio Director at BFA Global
  • 3. BigML, Inc ML 4 GOOD: Robots for a Better World 3 A Hard-working Poor Farmer
  • 4. BigML, Inc ML 4 GOOD: Robots for a Better World 4 Simple Things for a Better Life Rain Protection Fertilizer Smartphone
  • 5. BigML, Inc ML 4 GOOD: Robots for a Better World 5 Traditional Finance Won’t Help Expensive Standardized Hard to Access Need ID/Info 2 Billion Unbanked 750M Extreme Poor
  • 6. BigML, Inc ML 4 GOOD: Robots for a Better World 6 5 Tech Reasons for Optimism
  • 7. BigML, Inc ML 4 GOOD: Robots for a Better World 7 Mobile Money taking off globally
  • 8. BigML, Inc ML 4 GOOD: Robots for a Better World 8 Digital Finance and the Real World
  • 9. BigML, Inc ML 4 GOOD: Robots for a Better World 9 Smartphones Taking Over in Africa
  • 10. BigML, Inc ML 4 GOOD: Robots for a better world 10 Catalyzing Inclusive Fintech
  • 11. Investment Advisory Committee Fund and Project Managers Supporters Who is
 Catalyst Fund? 11 Catalyst Fund is generously supported by the Bill & Melinda Gates Foundation and JPMorgan Chase & Co. The fund is a fiscally sponsored project of Rockefeller Philanthropy Advisors and managed by BFA (Bankable Frontier Associates). The Investment Advisory Committee (IAC) is comprised of like-minded Impact Investors that each identify, vet, sponsor and mentor an investee startup during the cohort program. They are Accion Venture Lab, Omidyar Network, Gray Ghost Ventures, Quona Capital and 500Startups.
  • 12. Catalyst Fund: 20 startups 5 IN LATAM SaaS: 25% Savings: 6.25% Platform: 12.5% Insurtech: 25% Credit: 31.25% 12 IN AFRICA 3 IN ASIA OUR COMPANIES BY INDUSTRY
  • 13. BigML, Inc ML 4 GOOD: Robots for a Better World 13 Peace of Mind for $10
  • 14. BigML, Inc ML 4 GOOD: Robots for a Better World 14 Sign Here With a Selfie
  • 15. BigML, Inc ML 4 GOOD: Robots for a better world 15 ML Work with Zola
  • 16. BigML, Inc ML 4 GOOD: Robots for a Better World 16 1.3bn People without Electricity
  • 17. BigML, Inc ML 4 GOOD: Robots for a Better World 17 What Is Possible Today
  • 18. BigML, Inc ML 4 GOOD: Robots for a Better World 18 Solar Home System on Lease
  • 19. BigML, Inc ML 4 GOOD: Robots for a Better World 19 PayGo Lease Customer Journey
  • 20. BigML, Inc ML 4 GOOD: Robots for a Better World 20 Prediction and Modeling Strategy
  • 21. BigML, Inc ML 4 GOOD: Robots for a Better World 21 Feature Engineering Payment behaviors Demographics Contract / Product Customer Service
  • 22. BigML, Inc ML 4 GOOD: Robots for a Better World 22 Example Model Output The model predicted 70% of “churn” accounts, 30% of “locked but paid”, almost 100% of “not churn” accounts
  • 23. BigML, Inc ML 4 GOOD: Robots for a better world 23 Zoom Out for Optimism
  • 24. BigML, Inc ML 4 GOOD: Robots for a Better World 24 Extreme Poverty is Going Away
  • 25. BigML, Inc ML 4 GOOD: Robots for a Better World 25 Want to Join the Mission? Funding Talent Data ddelser@bfaglobal.com