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Econml ⭐ 3,597

ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to bring automation to complex causal inference problems. To date, the ALICE Python SDK (econml) implements orthogonal machine learning algorithms such as the double machine learning work of

Data Analysis ⭐ 95

Data Analysis for Economics

Diffindiffs.jl ⭐ 27

A suite of Julia packages for difference-in-differences

Interactionweighteddids.jl ⭐ 13

Regression-based multi-period difference-in-differences with heterogenous treatment effects

python code and jupyter notebooks to reproduce figures from our PLOS Computational Biology paper

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