René's URL Explorer Experiment

Title: GitHub - uber/causalml: Uplift modeling and causal inference with machine learning algorithms · GitHub

Open Graph Title: GitHub - uber/causalml: Uplift modeling and causal inference with machine learning algorithms

X Title: GitHub - uber/causalml: Uplift modeling and causal inference with machine learning algorithms

Description: Uplift modeling and causal inference with machine learning algorithms - uber/causalml

Open Graph Description: Uplift modeling and causal inference with machine learning algorithms - uber/causalml

X Description: Uplift modeling and causal inference with machine learning algorithms - uber/causalml

Opengraph URL: https://github.com/uber/causalml

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:c5932677-eb74-0d0e-bfad-6aa05a13ff21
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	C352:16A074:343E3C6:4581BD1:6A654E7C
html-safe-nonce	8a6ef5f3ab955030c1266a1d077e92cdb68a6c0a3d93fb145f27ea8d912bb08e
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDMzUyOjE2QTA3NDozNDNFM0M2OjQ1ODFCRDE6NkE2NTRFN0MiLCJ2aXNpdG9yX2lkIjoiNTc0NzI5NDE1MDg3MTgzMDE0MCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	c61b7c7829e13e4c546ac7ad479a02fbdf2b1101333efeecbac018034528f77f
hovercard-subject-tag	repository:195914972
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/uber/causalml
twitter:image	https://repository-images.githubusercontent.com/195914972/a3db5100-2e42-11ea-825a-90f1d28fe042
twitter:card	summary_large_image
og:image	https://repository-images.githubusercontent.com/195914972/a3db5100-2e42-11ea-825a-90f1d28fe042
og:image:alt	Uplift modeling and causal inference with machine learning algorithms - uber/causalml
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	52c76df668885aaff23b50bdca1fa1ea44ac9c1553e888ebc70ff1e4daa4625b
turbo-cache-control	no-cache
go-import	github.com/uber/causalml git https://github.com/uber/causalml.git
octolytics-dimension-user_id	538264
octolytics-dimension-user_login	uber
octolytics-dimension-repository_id	195914972
octolytics-dimension-repository_nwo	uber/causalml
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	195914972
octolytics-dimension-repository_network_root_nwo	uber/causalml
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	309153364422b3c499922d1a2a6404910a58ed8e
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/uber/causalml#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fuber%2Fcausalml
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
Code QualityEnforce quality at merge	https://github.com/features/code-quality
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/accelerator
GitHub Stars	https://stars.github.com
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/enterprise/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fuber%2Fcausalml
Sign up	https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=uber%2Fcausalml
Reload	https://github.com/uber/causalml
Reload	https://github.com/uber/causalml
Reload	https://github.com/uber/causalml
Please reload this page	https://github.com/uber/causalml
uber	https://github.com/uber
causalml	https://github.com/uber/causalml
Notifications	https://github.com/login?return_to=%2Fuber%2Fcausalml
Fork 867	https://github.com/login?return_to=%2Fuber%2Fcausalml
Star 5.9k	https://github.com/login?return_to=%2Fuber%2Fcausalml
Code	https://github.com/uber/causalml
Issues 14	https://github.com/uber/causalml/issues
Pull requests 1	https://github.com/uber/causalml/pulls
Discussions	https://github.com/uber/causalml/discussions
Actions	https://github.com/uber/causalml/actions
Projects	https://github.com/uber/causalml/projects
Wiki	https://github.com/uber/causalml/wiki
Security and quality 0	https://github.com/uber/causalml/security
Insights	https://github.com/uber/causalml/pulse
Code	https://github.com/uber/causalml
Issues	https://github.com/uber/causalml/issues
Pull requests	https://github.com/uber/causalml/pulls
Discussions	https://github.com/uber/causalml/discussions
Actions	https://github.com/uber/causalml/actions
Projects	https://github.com/uber/causalml/projects
Wiki	https://github.com/uber/causalml/wiki
Security and quality	https://github.com/uber/causalml/security
Insights	https://github.com/uber/causalml/pulse
	https://github.com/uber/causalml
Branches	https://github.com/uber/causalml/branches
Tags	https://github.com/uber/causalml/tags
	https://github.com/uber/causalml/branches
	https://github.com/uber/causalml/tags
720 Commits	https://github.com/uber/causalml/commits/master/
	https://github.com/uber/causalml/commits/master/
.github	https://github.com/uber/causalml/tree/master/.github
.github	https://github.com/uber/causalml/tree/master/.github
causalml	https://github.com/uber/causalml/tree/master/causalml
causalml	https://github.com/uber/causalml/tree/master/causalml
docs	https://github.com/uber/causalml/tree/master/docs
docs	https://github.com/uber/causalml/tree/master/docs
tests	https://github.com/uber/causalml/tree/master/tests
tests	https://github.com/uber/causalml/tree/master/tests
.gitignore	https://github.com/uber/causalml/blob/master/.gitignore
.gitignore	https://github.com/uber/causalml/blob/master/.gitignore
.pre-commit-config.yaml	https://github.com/uber/causalml/blob/master/.pre-commit-config.yaml
.pre-commit-config.yaml	https://github.com/uber/causalml/blob/master/.pre-commit-config.yaml
.readthedocs.yml	https://github.com/uber/causalml/blob/master/.readthedocs.yml
.readthedocs.yml	https://github.com/uber/causalml/blob/master/.readthedocs.yml
ANTITRUST.md	https://github.com/uber/causalml/blob/master/ANTITRUST.md
ANTITRUST.md	https://github.com/uber/causalml/blob/master/ANTITRUST.md
CHARTER.md	https://github.com/uber/causalml/blob/master/CHARTER.md
CHARTER.md	https://github.com/uber/causalml/blob/master/CHARTER.md
CODE_OF_CONDUCT.md	https://github.com/uber/causalml/blob/master/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.md	https://github.com/uber/causalml/blob/master/CODE_OF_CONDUCT.md
CONTRIBUTING.md	https://github.com/uber/causalml/blob/master/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/uber/causalml/blob/master/CONTRIBUTING.md
GOVERNANCE.md	https://github.com/uber/causalml/blob/master/GOVERNANCE.md
GOVERNANCE.md	https://github.com/uber/causalml/blob/master/GOVERNANCE.md
LICENSE	https://github.com/uber/causalml/blob/master/LICENSE
LICENSE	https://github.com/uber/causalml/blob/master/LICENSE
MAINTAINERS.md	https://github.com/uber/causalml/blob/master/MAINTAINERS.md
MAINTAINERS.md	https://github.com/uber/causalml/blob/master/MAINTAINERS.md
MANIFEST.in	https://github.com/uber/causalml/blob/master/MANIFEST.in
MANIFEST.in	https://github.com/uber/causalml/blob/master/MANIFEST.in
Makefile	https://github.com/uber/causalml/blob/master/Makefile
Makefile	https://github.com/uber/causalml/blob/master/Makefile
README.md	https://github.com/uber/causalml/blob/master/README.md
README.md	https://github.com/uber/causalml/blob/master/README.md
SECURITY.md	https://github.com/uber/causalml/blob/master/SECURITY.md
SECURITY.md	https://github.com/uber/causalml/blob/master/SECURITY.md
STEERING_COMMITTEE.md	https://github.com/uber/causalml/blob/master/STEERING_COMMITTEE.md
STEERING_COMMITTEE.md	https://github.com/uber/causalml/blob/master/STEERING_COMMITTEE.md
TRADEMARKS.md	https://github.com/uber/causalml/blob/master/TRADEMARKS.md
TRADEMARKS.md	https://github.com/uber/causalml/blob/master/TRADEMARKS.md
pyproject.toml	https://github.com/uber/causalml/blob/master/pyproject.toml
pyproject.toml	https://github.com/uber/causalml/blob/master/pyproject.toml
setup.cfg	https://github.com/uber/causalml/blob/master/setup.cfg
setup.cfg	https://github.com/uber/causalml/blob/master/setup.cfg
setup.py	https://github.com/uber/causalml/blob/master/setup.py
setup.py	https://github.com/uber/causalml/blob/master/setup.py
tox.ini	https://github.com/uber/causalml/blob/master/tox.ini
tox.ini	https://github.com/uber/causalml/blob/master/tox.ini
README	https://github.com/uber/causalml
Code of conduct	https://github.com/uber/causalml
Contributing	https://github.com/uber/causalml
License	https://github.com/uber/causalml
Security	https://github.com/uber/causalml
	https://github.com/uber/causalml
	https://pypi.org/project/causalml/
	https://github.com/uber/causalml/actions/workflows/python-test.yaml
	http://causalml.readthedocs.io/en/latest/?badge=latest
	https://pepy.tech/project/causalml
	https://bestpractices.coreinfrastructure.org/projects/3015
	https://github.com/uber/causalml#disclaimer
	https://github.com/uber/causalml#causal-ml-a-python-package-for-uplift-modeling-and-causal-inference-with-ml
[1]	https://github.com/uber/causalml#Literature
	https://github.com/uber/causalml#documentation
https://causalml.readthedocs.io/en/latest/about.html	https://causalml.readthedocs.io/en/latest/about.html
	https://github.com/uber/causalml#installation
https://causalml.readthedocs.io/en/latest/installation.html	https://causalml.readthedocs.io/en/latest/installation.html
	https://github.com/uber/causalml#quickstart
https://causalml.readthedocs.io/en/latest/quickstart.html	https://causalml.readthedocs.io/en/latest/quickstart.html
	https://github.com/uber/causalml#example-notebooks
https://causalml.readthedocs.io/en/latest/examples.html	https://causalml.readthedocs.io/en/latest/examples.html
	https://github.com/uber/causalml#contributing
code of conduct	https://github.com/uber/causalml/blob/master/CODE_OF_CONDUCT.md
contributing guidelines	https://github.com/uber/causalml/blob/master/CONTRIBUTING.md
	https://github.com/uber/causalml#versioning
changelog	https://github.com/uber/causalml/blob/master/docs/changelog.rst
	https://github.com/uber/causalml#license
LICENSE	https://github.com/uber/causalml/blob/master/LICENSE
	https://github.com/uber/causalml#references
	https://github.com/uber/causalml#documentation-1
Causal ML API documentation	https://causalml.readthedocs.io/en/latest/about.html
	https://github.com/uber/causalml#workshops-talks-and-publications
3rd Workshop on Causal Inference and Machine Learning in Practice	https://causal-machine-learning.github.io/kdd2025-workshop/
2nd Workshop on Causal Inference and Machine Learning in Practice	https://causal-machine-learning.github.io/kdd2024-workshop/
Causal Inference and Machine Learning in Practice: Use cases for Product, Brand, Policy and Beyond	https://causal-machine-learning.github.io/kdd2023-workshop/
Causal Data Science Meeting 2021	https://www.causalscience.org/meeting/program/day-2/
2021 Conference on Digital Experimentation @ MIT (CODE@MIT)	https://ide.mit.edu/events/2021-conference-on-digital-experimentation-mit-codemit/
Causal Inference and Machine Learning in Practice with EconML and CausalML: Industrial Use Cases at Microsoft, TripAdvisor, Uber	https://causal-machine-learning.github.io/kdd2021-tutorial/
CausalML: Python package for causal machine learning	https://arxiv.org/abs/2002.11631
Uplift Modeling for Multiple Treatments with Cost Optimization	https://ieeexplore.ieee.org/document/8964199
2019 IEEE International Conference on Data Science and Advanced Analytics (DSAA)	http://203.170.84.89/~idawis33/dsaa2019/preliminary-program/
Feature Selection Methods for Uplift Modeling	https://arxiv.org/abs/2005.03447
	https://github.com/uber/causalml#citation
CausalML: Python Package for Causal Machine Learning	https://arxiv.org/abs/2002.11631
	https://github.com/uber/causalml#literature
	https://github.com/uber/causalml#related-projects
uplift	https://cran.r-project.org/web/packages/uplift/index.html
grf	https://cran.r-project.org/web/packages/grf/index.html
rlearner	https://github.com/xnie/rlearner
DoWhy	https://github.com/Microsoft/dowhy
EconML	https://github.com/microsoft/EconML
causal-inference	https://github.com/topics/causal-inference
incubation	https://github.com/topics/incubation
machine-learning	https://github.com/topics/machine-learning
uplift-modeling	https://github.com/topics/uplift-modeling
Readme	https://github.com/uber/causalml#readme-ov-file
License	https://github.com/uber/causalml#License-1-ov-file
Code of conduct	https://github.com/uber/causalml#coc-ov-file
Contributing	https://github.com/uber/causalml#contributing-ov-file
Security policy	https://github.com/uber/causalml#security-ov-file
Activity	https://github.com/uber/causalml/activity
Custom properties	https://github.com/uber/causalml/custom-properties
5.9k stars	https://github.com/uber/causalml/stargazers
79 watching	https://github.com/uber/causalml/watchers
867 forks	https://github.com/uber/causalml/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fuber%2Fcausalml&report=uber+%28user%29
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.