treatment-effects topic

List treatment-effects repositories

causeinfer

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Machine learning based causal inference/uplift in Python

EconML

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684
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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 goal...

causal-ml

626
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116
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Must-read papers and resources related to causal inference and machine (deep) learning

dowhy

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917
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DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical...

cfml_tools

27
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3
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My collection of causal inference algorithms built on top of accessible, simple, out-of-the-box ML methods, aimed at being explainable and useful in the business context

personalized

31
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17
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Methods for subgroup identification / personalized medicine / individualized treatment rules

pyuplift

27
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3
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Lightweight uplift modeling framework for Python

network-deconfounder-wsdm20

67
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8
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Code for the WSDM '20 paper, Learning Individual Causal Effects from Networked Observational Data.

CausalEGM

52
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8
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A General Causal Inference Framework by Encoding Generative Modeling