Continuing Education Reading List

Ethics & Professionalism

Right/Wrong: How Technology Transforms Our Ethics
Juan Enriquez

Human Values in the Loop: Design Principles for Ethical AI

Big Data: A Tool for Inclusion or Exclusion? Understanding the Issues
FTC report

The Pitfalls of Pricing Algorithms
Marco Bertini and Oded Koenigsberg

Ethical principles in machine learning and artificial intelligence: cases from the field and possible ways forward
Samuele Lo Piano

Collective Illusions
Todd Rose

An Introduction to Data Ethics
Shannon Vallor

Damned Lies & Statistics
Joel Best

Data Management

MLOps: Building a Feature Store? Here are the top things to keep in mind
Pronojit Saha

Visualizing Knowledge
PBL Netherlands Environmental Assessment Agency

MapReduce: Simplified Data Processing on Large Clusters
Jeffrey Dean and Sanjay Ghemawat

Predictive Analytics/Modeling Techniques

A predictive modeling case study

Policy-Level Unreported Frequency Model for Pure IBNR Estimation
Drake David Landry, Steven Martin

Chain of Thought Prompting Elicits Reasoning in Large Language Models
Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Ed Chi, Quoc Le, Denny Zhou

Credibility and Penalized Regression
Mattia Casotto, Marco Banterle, and Guillaume Beraud-Sudreau

Industry Knowledge

Insurers are facing a one-two punch from inflation
David Mamane, Marlene Dailey


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