Chapter 4: Estimation
Once we have found strategies for identifying causal quantities, we need to choose how to estimate those causal quantities using statistical methods. We des...
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Chapter 3: Identification
Once we have captured our causal assumptions in the form of a model, the second stage of causal analysis is identification. In this stage, our goal is to an...
Chapter 2: Models and Assumptions
Conventional statistical and machine learning problems are data focused. While data is a critical part of causal reasoning, it is not the only part. Just as...
Chapter 1: Causal Reasoning Book
Introduction
Book outline—Causal Reasoning: Fundamentals and Machine Learning Applications
This book is aimed at students and practitioners familiar with machine learning (ML) and data science. Our goal is to provide an accessible introduction to ...