py-why / 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 Chernozhukov et al. This toolkit is designed to measure the causal effect of some treatment variable(s) t on an outcome variable y, controlling for a set of features x.

Date Created 2018-04-30 (6 years ago)
Commits 514 (last one 5 days ago)
Stargazers 3,848 (10 this week)
Watchers 76 (0 this week)
Forks 719
License other
Ranking

RepositoryStats indexes 584,353 repositories, of these py-why/EconML is ranked #12,649 (98th percentile) for total stargazers, and #25,206 for total watchers. Github reports the primary language for this repository as Jupyter Notebook, for repositories using this language it is ranked #296/17,098.

py-why/EconML is also tagged with popular topics, for these it's ranked: machine-learning (#448/7926),  causal-inference (#5/110)

Other Information

py-why/EconML has 21 open pull requests on Github, 290 pull requests have been merged over the lifetime of the repository.

Github issues are enabled, there are 346 open issues and 226 closed issues.

There have been 33 releases, the latest one was published on 2024-07-04 (4 months ago) with the name v0.15.1.

Homepage URL: https://www.microsoft.com/en-us/research/project/alice/

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188 commits on the default branch (main) since jan '22

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py-why/EconML

updated: 2024-11-21 @ 04:04am, id: 131646318 / R_kgDOB9jDbg