Table of Contents
Preface
Part 1: Introduction
1
Introducing Conformal Prediction
Technical requirements
Introduction to conformal prediction
Understanding conformity measures
The origins of conformal prediction
The future of conformal prediction
How conformal prediction differs from traditional machine learning
The p-value and its role in conformal prediction
Summary
2
Overview of Conformal Prediction
Understanding uncertainty quantification
Aleatoric uncertainty
Epistemic uncertainty
Different ways to quantify uncertainty
Quantifying uncertainty using conformal prediction
Summary
Part 2: Conformal Prediction Framework
3
Fundamentals of Conformal Prediction
Fundamentals of conformal prediction
Definition and principles
Basic components of a ...
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