A few notebooks about causality and causal inference:
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Do-Calculus: a notebook discussing do-calculus rules and showing simple applications.
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Causal Inference: an illustration of counterfactual inference following Ferenc Huszar example.
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Causal Inference - Probability of Necessity: an illustration in computing the probability of necessity.
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Causal Inference - Probability of Necessity and Sufficiency: an illustration in computing the probability of necessity and sufficiency.
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Scenarios of confounding: a long notebook going through various examples and scenarios of confounding.
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Causality In Practice - Causal Discovery: an illustration of causal discovery on synthetic data.