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potential outcomes

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Model Perspective
Model Perspective
Sep 5, 2022 · Fundamentals

Why Understanding Causal Relationships Is Crucial for Machine Learning

This article explains why causal inference matters beyond prediction, introduces potential outcomes notation, demonstrates how bias separates correlation from causation, and outlines the conditions under which observed differences can be interpreted as true causal effects.

biascausal inferencemachine learning
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Why Understanding Causal Relationships Is Crucial for Machine Learning