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The document discusses how automated machine learning can enable large scale adoption of predictive analytics. It notes that digitization is changing customer behavior and every industry. Predictive analytics needs to be a core capability for 21st century organizations. Automated machine learning uses artificial intelligence to build models for prediction and intervention at scale with a focus on accuracy, transparency, and ease of use. This reduces the prerequisites of needing data science skills and programming knowledge. The document advocates a process automation focused delivery model over a data scientist focused model to enable broader use of predictive analytics within organizations.
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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?
- 4. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved Digitization of Customer Behavior
- 5. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved ● Formation of New Habits ● Digitization of Every Single Industry
- 6. How business is changing? Depth and breadth of Predictive Analytics
- 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
- 18. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved Accuracy One or Two Algorithms.
- 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.
- 25. Confidential. Copyright © DataRobot, Inc. and Cloudera, Inc. - All Rights Reserved Questions & Comments