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Monitoring Machine Learning
Monitoring Machine Learning Feature article discussing model monitoring By Carlos Brioso Predictive Analytics and Futurism Section Newsletter, June 2021 Model monitoring is not a new topic, but ...- Authors: Carlos Brioso
- Date: Jun 2021
- Competency: External Forces & Industry Knowledge
- Publication Name: Predictive Analytics and Futurism Newsletter
- Topics: Predictive Analytics
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Exploiting While Exploring: An Introduction to Bayesian Optimization
Exploiting While Exploring: An Introduction to Bayesian Optimization An introduction to the methods and parameters for Bayesian Hyperparameter Optimization in a Life Insurance context. By Nick ...- Authors: Nicholas Hanewinckel
- Date: Jun 2021
- Competency: Results-Oriented Solutions; Technical Skills & Analytical Problem Solving
- Publication Name: Predictive Analytics and Futurism Newsletter
- Topics: Life Insurance; Predictive Analytics>Modeling techniques; Predictive Analytics>Programming languages & tools
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Surrogate Models: A Comfortable Middle Ground?
Surrogate Models: A Comfortable Middle Ground? In this article we examine the benefits and drawbacks of using a global surrogate of a black-box model. Are surrogates a comfortable middle ground ...- Authors: Harrison Jones
- Date: Aug 2021
- Competency: Technical Skills & Analytical Problem Solving
- Publication Name: Predictive Analytics and Futurism Newsletter
- Topics: Modeling & Statistical Methods>Regression analysis; Predictive Analytics>Modeling techniques
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Modeling Extreme Events
Modeling Extreme Events A significant fraction of insurance risk is characterized by the tail of the claims distribution, where we have much less data to model probabilities accurately. Ignoring ...- Authors: Robert Jason Reed (Jason)
- Date: Jun 2021
- Competency: Technical Skills & Analytical Problem Solving
- Publication Name: Predictive Analytics and Futurism Newsletter
- Topics: Predictive Analytics>Modeling techniques
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What Actuaries Can Learn from Data Scientists
What Actuaries Can Learn from Data Scientists A description of Data Science best practice tools and how they can apply to general actuarial work. By Nick Hanewinckel Predictive Analytics and ...- Authors: Nicholas Hanewinckel
- Date: Aug 2021
- Competency: Relationship Management; Technical Skills & Analytical Problem Solving
- Publication Name: Predictive Analytics and Futurism Newsletter
- Topics: FinTech & InsurTech; Predictive Analytics>Programming languages & tools; Predictive Analytics>Quality control & model governance
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Adapting Credibility Blended Rates to Encompass Machine Learning Predictions
Adapting Credibility Blended Rates to Encompass Machine Learning Predictions Actuarial concepts of credibility can be extended to encompass additional information provided by new machine learning ...- Date: Apr 2021
- Competency: Technical Skills & Analytical Problem Solving
- Publication Name: Predictive Analytics and Futurism Newsletter
- Topics: Predictive Analytics>Modeling techniques
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Back to the Futurism—New and Improved!
Back to the Futurism—New and Improved! Feature article discussing futurism and a study that contains in-depth descriptions of the Delphi and TIA methods; listings of the rationales and thought ...- Authors: Steven Easson
- Date: Apr 2021
- Competency: External Forces & Industry Knowledge
- Publication Name: Predictive Analytics and Futurism Newsletter
- Topics: Predictive Analytics