Jupyter Notebook causal-inference

Open-source Jupyter Notebook projects categorized as causal-inference
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Topics: Python Numpy Economics Causality Machine Learning
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Top 3 Jupyter Notebook causal-inference Projects

  • EconML

    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

  • rethinking-numpyro

    Statistical Rethinking (2nd ed.) with NumPyro

    • Project mention: Machine learning for a mom with little time? | /r/learnmachinelearning | 2023-05-08

    https://github.com/fehiepsi/rethinking-numpyro https://xcelab.net/rm/statistical-rethinking/

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  • deepscm

    Repository for Deep Structural Causal Models for Tractable Counterfactual Inference

    • Project mention: Reproducing paper deepscm | /r/CausalInference | 2023-06-21

    I am currently working on reproducing the deepscm paper and finding it hard. Anyone worked before on the paper who can guide me - Link

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Jupyter Notebook causal-inference related posts

Index

What are some of the best open-source causal-inference projects in Jupyter Notebook? This list will help you:

Project Stars
1 EconML 3,550
2 rethinking-numpyro 427
3 deepscm 258

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