## 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...

Once we have found strategies for identifying causal quantities, we need to choose how to estimate those causal quantities using statistical methods. We des...

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...

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...

Introduction

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 ...