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Confidential. Copyright © DataRobot, Inc. - All Rights Reserved
Automated Machine Learning
Gourab De, VP of Data Science Practice, DataRobot
Predictive Analytics World, San Francisco, 2017
Confidential. Copyright © DataRobot, Inc. - All Rights Reserved
Machine Learning in Insurance business decisions
COST
MARKETING &
RISK SELECTION
QUOTING, UNDERWRITING &
AUDIT
CLAIMS
MANAGEMENT
PREDICTING FRAUD &
LITIGATION
RETENTION
REVENUE
Confidential. Copyright © DataRobot, Inc. - All Rights Reserved
Machine Learning in Financial Services
COST
RISK STRATIFICATION
UNDERWRITING
LOAN MANAGEMENT FRAUD DETECTION
RETENTION, CROSS/UP-SELL
REVENUE
RISK AND
COMPLIANCE
ANTI-LAUNDERING
MARKETING
Confidential. Copyright © DataRobot, Inc. - All Rights Reserved
Machine Learning in Healthcare Delivery
Improved service
● Predicting escalation/
de-escalation of care
● Predicting occupancy of ICU
● Optimizing staffing needed
for ED
Better outcomes Reduced cost
● Predicting hospital-acquired
infection
● Predicting postoperative
outcomes
● Risk stratification
● Predicting treatment
effectiveness
● Predicting avoidable
readmission
● Predicting patients who are
likely to sue
● Predicting delay in payment
● Fraud detection
Confidential. Copyright © DataRobot, Inc. - All Rights Reserved
The Blueprint
1. Develop a lot of models
2. Deploy them all
3. Use them in decision making
Confidential. Copyright © DataRobot, Inc. - All Rights Reserved
Point of Failures in Machine Learning
1. Hiring and retaining good data scientists is impossible
2. Targeted end-users of machine learning product are
not included in the problem solving
HBR Article you may find interesting

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  • 1. Confidential. Copyright © DataRobot, Inc. - All Rights Reserved Automated Machine Learning Gourab De, VP of Data Science Practice, DataRobot Predictive Analytics World, San Francisco, 2017
  • 2. Confidential. Copyright © DataRobot, Inc. - All Rights Reserved Machine Learning in Insurance business decisions COST MARKETING & RISK SELECTION QUOTING, UNDERWRITING & AUDIT CLAIMS MANAGEMENT PREDICTING FRAUD & LITIGATION RETENTION REVENUE
  • 3. Confidential. Copyright © DataRobot, Inc. - All Rights Reserved Machine Learning in Financial Services COST RISK STRATIFICATION UNDERWRITING LOAN MANAGEMENT FRAUD DETECTION RETENTION, CROSS/UP-SELL REVENUE RISK AND COMPLIANCE ANTI-LAUNDERING MARKETING
  • 4. Confidential. Copyright © DataRobot, Inc. - All Rights Reserved Machine Learning in Healthcare Delivery Improved service ● Predicting escalation/ de-escalation of care ● Predicting occupancy of ICU ● Optimizing staffing needed for ED Better outcomes Reduced cost ● Predicting hospital-acquired infection ● Predicting postoperative outcomes ● Risk stratification ● Predicting treatment effectiveness ● Predicting avoidable readmission ● Predicting patients who are likely to sue ● Predicting delay in payment ● Fraud detection
  • 5. Confidential. Copyright © DataRobot, Inc. - All Rights Reserved The Blueprint 1. Develop a lot of models 2. Deploy them all 3. Use them in decision making
  • 6. Confidential. Copyright © DataRobot, Inc. - All Rights Reserved Point of Failures in Machine Learning 1. Hiring and retaining good data scientists is impossible 2. Targeted end-users of machine learning product are not included in the problem solving HBR Article you may find interesting
  • 7. Confidential. Copyright © DataRobot, Inc. - All Rights Reserved New Technology Opens up New Possibilities to the Executives Artificial Intelligence & Automation makes Machine Learning Scalable, Pervasive and Inclusive
  • 8. Confidential. Copyright © DataRobot, Inc. - All Rights Reserved What defines Automated Machine Learning Accuracy open-source competitive model selection, built for iteration Control appeals to advanced data scientists Interpretability transparency to validators, actionable insights to business Integration not a model built in a lab, ready for production
  • 9. Confidential. Copyright © DataRobot, Inc. - All Rights Reserved Develop a lot of models … at scale
  • 10. Confidential. Copyright © DataRobot, Inc. - All Rights Reserved Deploy them effortlessly ...
  • 11. Confidential. Copyright © DataRobot, Inc. - All Rights Reserved Use them in day to day business decision
  • 12. Confidential. Copyright © DataRobot, Inc. - All Rights Reserved Questions? Gourab De gourab.de@datarobot.com