README.md

 # noisy-regression
+This repo contains a Python implementation of simulations supporting a research project on learning regression models in the presence of label noise.
 
+This README will be updated as the project approaches publication.
 
-
-## Getting started
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-To make it easy for you to get started with GitLab, here's a list of recommended next steps.
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-Already a pro? Just edit this README.md and make it your own. Want to make it easy? [Use the template at the bottom](#editing-this-readme)!
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-## Add your files
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-- [ ] [Create](https://docs.gitlab.com/ee/user/project/repository/web_editor.html#create-a-file) or [upload](https://docs.gitlab.com/ee/user/project/repository/web_editor.html#upload-a-file) files
-- [ ] [Add files using the command line](https://docs.gitlab.com/ee/gitlab-basics/add-file.html#add-a-file-using-the-command-line) or push an existing Git repository with the following command:
-
-```
-cd existing_repo
-git remote add origin https://gitlab.tuebingen.mpg.de/shashank/noisy-regression.git
-git branch -M main
-git push -uf origin main
-```
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-## Integrate with your tools
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-- [ ] [Set up project integrations](https://gitlab.tuebingen.mpg.de/shashank/noisy-regression/-/settings/integrations)
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-## Test and Deploy
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-- [ ] [Use pull-based deployments for improved Kubernetes management](https://docs.gitlab.com/ee/user/clusters/agent/)
-- [ ] [Set up protected environments](https://docs.gitlab.com/ee/ci/environments/protected_environments.html)
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-***
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-# Editing this README
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-When you're ready to make this README your own, just edit this file and use the handy template below (or feel free to structure it however you want - this is just a starting point!). Thank you to [makeareadme.com](https://www.makeareadme.com/) for this template.
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-## Usage
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-## Authors and acknowledgment
-Show your appreciation to those who have contributed to the project.
+## Author
+[Shashank Singh](https://sss1.github.io/), Post-Doctoral Researcher at the Max Planck Institute for Intelligent Systems
 
 ## License
-For open source projects, say how it is licensed.
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-## Project status
-If you have run out of energy or time for your project, put a note at the top of the README saying that development has slowed down or stopped completely. Someone may choose to fork your project or volunteer to step in as a maintainer or owner, allowing your project to keep going. You can also make an explicit request for maintainers.
+[CC BY 4.0 Attribution International](https://creativecommons.org/licenses/by/4.0/)

requirements.txt

 contourpy==1.1.1
 cycler==0.12.0
 fonttools==4.43.0
+joblib==1.3.2
 kiwisolver==1.4.5
 matplotlib==3.8.0
 numpy==1.26.0
 packaging==23.2
+pandas==2.1.1
+patsy==0.5.3
 Pillow==10.0.1
 pyparsing==3.1.1
 python-dateutil==2.8.2
+pytz==2023.3.post1
+scikit-learn==1.3.1
 scipy==1.11.3
 six==1.16.0
+statsmodels==0.14.0
+threadpoolctl==3.2.0
+tzdata==2023.3