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counterfactuals

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Model Perspective
Model Perspective
Nov 8, 2022 · Fundamentals

Why Causal Relationships Matter: From Prediction to Counterfactuals

Understanding why causal relationships matter reveals the limits of predictive machine learning, introduces counterfactual reasoning, explains potential outcomes, treatment effects, bias, and how to distinguish correlation from causation using simple examples like tablet distribution in schools.

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Why Causal Relationships Matter: From Prediction to Counterfactuals