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- 1. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
Automated Machine Learning
Large Scale Adoption of Predictive Analytics
Satadru Sengupta
General Manager, Insurance, DataRobot Inc.
Predictive Analytics World - Business | NYC 2017
- 2. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
$120M+
IN FUNDING
2012
FOUNDED
HQ in Boston, MA
Insurance Analytics
Running Insurance at DataRobot
- 3. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
Large Scale Adoption of
Predictive Analyticswhy?
- 5. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
● Formation of New Habits
● Digitization of Every Single Industry
- 7. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
● Profitable Growth
● Improved Operations and Services
● Defence
- 8. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
Large Scale Adoption Means ….
Predictive Analytics has to be a core
capability of any 21st century
organization.
- 9. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
Large Scale Adoption of
Predictive Analyticswhat?
- 10. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
Predict the outcome at an individual level
Change the outcome at an individual level
… need to do these at a large scale
- 11. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
Accurate Prediction Matters.
High accuracy means two things:
don’t miss a fraud, don’t bother a good
customer.
- 12. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
Interpretability and Transparency
Matters.
- Model structure
- What is behind the predictions
- Data to predictions
- 13. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
# Use Cases
+
Data Calibration
Maturity
Many
Low
Few
High
Pipeline year
3
Pipeline year
2
Pipeline year
1
Scale Matters.
- 14. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
Large Scale Adoption of
Predictive Analyticshow?
- 15. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
Automated Machine Learning
AI (artificial intelligence) builds robotic
process automation for predictive
analytics - that focuses on accuracy,
transparency, and ease of use.
- 16. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
PREREQUISITES
1. Knowledge of the overall & specific problem
2. Knowledge of the data
3. Ability to write code to gather data
4. Ability to write code to explore/inspect data
5. Ability to write code to manipulate data
6. Ability to write code to extract actionable intel
7. Ability to write code to build models
8. Ability to write code to implement models
9. Foundational statistics
10. Internals of algorithms
11. Practical knowledge and experience
12. Knowing how to interpret and explain models
Requirement without AI & Robotic Process Automation
Math &
Stats
Domain
Expertise
Programming
Skills
- 17. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
PREREQUISITES
1. Knowledge of the overall & specific problem
2. Knowledge of the data
Requirement with AI & Robotic Process Automation
Math &
Stats
Domain
Expertise
Programming
Skills
AUTOMATED
- 19. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
Transparency
Only Selected Few Can Explain
Anyone Can Explain
- 20. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
Ease of Use
Artisanal: Only Selected Few Can Use
Anyone Can Use
- 21. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
Predictive Analytics Challenge
Data
Scientists
Domain
Expertise
Your
Employees
- 22. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
The “Failed” Approach: Data Scientist Focused
Data
Scientists
Domain
Expertise
Your
Employees
https://hbr.org/2016/12/why-youre-not-getting-value-from-your-data-science
- 23. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
Large Scale Delivery Model: Process Automation Focused
Data
Scientists
Domain
Expertise
Your
Employees
- 24. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved
Human Centric AI
Jobs are not going away, jobs are
changing.