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23 search results found

Econml ⭐ 3,522

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

Python Causality Handbook ⭐ 2,265

Causal Inference for the Brave and True. A light-hearted yet rigorous approach to learning about impact estimation and causality.

Generalized Random Forests

Doubleml For Py ⭐ 365

DoubleML - Double Machine Learning in Python

Causal Inference With Python ⭐ 328

Causal Inference for The Brave and True 책의 한국어 번역 자료입니다.

Causallift ⭐ 310

CausalLift: Python package for causality-based Uplift Modeling in real-world business

Causalinferenceintro ⭐ 273

Causal Inference for the Brave and True的中文翻译版。全部代码基于Python，适用于计量经济学、量化社会学、策略评估等领域。英文版 Facure

Doubleml For R ⭐ 88

DoubleML - Double Machine Learning in R

Differences ⭐ 65

difference-in-differences in Python

Causeinfer ⭐ 54

Machine learning based causal inference/uplift in Python

Dame Flame Python Package ⭐ 48

A Python Package providing two algorithms, DAME and FLAME, for fast and interpretable treatment-control matches of categorical data

Pysynthdid ⭐ 40

Synthetic difference in differences for Python

Syntheticcontrolmethods ⭐ 35

A Python package for causal inference using Synthetic Controls

Pensynth ⭐ 29

A Penalized Synthetic Control Estimator for Disaggregated Data (JASA, 2021)

Diffindiffs.jl ⭐ 27

A suite of Julia packages for difference-in-differences

Causal Inference Mastery ⭐ 16

Notes and simulations on graduate level causal inference in statistics with applications to social sciences.

Causal Inference For Data Scientists ⭐ 15

Notebooks of Python and R code which illustrates basic causal inference using simulated data

Interactionweighteddids.jl ⭐ 13

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

Doubleml Serverless ⭐ 10

DoubleML-Serverless - Distributed Double Machine Learning with a Serverless Architecture

Python tools for regression discontinuity designs

Tesensitivity ⭐ 8

A Stata package for assessing sensitivity to the unconfoundedness assumption

A Stata module for an instrumental variables correlated random coefficients estimator.

Diffindiffsbase.jl ⭐ 6

Base package for DiffinDiffs.jl

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1-23 of 23 search results

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