auto-sklearn-development
Science Score: 54.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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✓Academic publication links
Links to: arxiv.org -
○Academic email domains
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (9.0%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: emmanuel-aifs
- License: bsd-3-clause
- Language: Python
- Default Branch: main
- Size: 1.21 MB
Statistics
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
auto-sklearn
auto-sklearn is an automated machine learning toolkit and a drop-in replacement for a scikit-learn estimator.
Find the documentation here. Quick links: * Installation Guide * Releases * Manual * Examples * API
auto-sklearn in one image
auto-sklearn in four lines of code
python
import autosklearn.classification
cls = autosklearn.classification.AutoSklearnClassifier()
cls.fit(X_train, y_train)
predictions = cls.predict(X_test)
Relevant publications
If you use auto-sklearn in scientific publications, we would appreciate citations.
Efficient and Robust Automated Machine Learning Matthias Feurer, Aaron Klein, Katharina Eggensperger, Jost Springenberg, Manuel Blum and Frank Hutter Advances in Neural Information Processing Systems 28 (2015)
Link to publication.
@inproceedings{feurer-neurips15a,
title = {Efficient and Robust Automated Machine Learning},
author = {Feurer, Matthias and Klein, Aaron and Eggensperger, Katharina and Springenberg, Jost and Blum, Manuel and Hutter, Frank},
booktitle = {Advances in Neural Information Processing Systems 28 (2015)},
pages = {2962--2970},
year = {2015}
}
Auto-Sklearn 2.0: The Next Generation Matthias Feurer, Katharina Eggensperger, Stefan Falkner, Marius Lindauer and Frank Hutter* arXiv:2007.04074 [cs.LG], 2020
Link to publication.
@article{feurer-arxiv20a,
title = {Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning},
author = {Feurer, Matthias and Eggensperger, Katharina and Falkner, Stefan and Lindauer, Marius and Hutter, Frank},
booktitle = {arXiv:2007.04074 [cs.LG]},
year = {2020}
}
Also, have a look at the blog on automl.org where we regularly release blogposts.
Owner
- Login: emmanuel-aifs
- Kind: user
- Repositories: 1
- Profile: https://github.com/emmanuel-aifs
Citation (CITATION.cff)
---
cff-version: 1.2.0
message: "If you use auto-sklearn in a scientific publication, we would appreciate a reference to the following paper"
title: "auto-sklearn"
date-released: "2015-07-02"
url: "https://automl.github.io/auto-sklearn/master/"
repository-code: "https://github.com/automl/auto-sklearn"
version: "0.14.0"
type: "software"
keywords:
- "automated machine learning"
- "machine learning"
license: "BSD-3-Clause"
authors:
- family-names: "Feurer"
given-names: "Matthias"
orcid: "https://orcid.org/0000-0001-9611-8588"
affiliation: "University of Freiburg, Germany"
- family-names: "Eggensperger"
given-names: "Katharina"
orcid: "https://orcid.org/0000-0002-0309-401X"
affiliation: "University of Freiburg, Germany"
- family-names: "Bergman"
given-names: "Edward"
affiliation: "University of Freiburg, Germany"
- family-names: "Rivera Valverde"
given-names: "Francisco"
affiliation: "University of Freiburg, Germany"
- family-names: "Jost"
given-names: "Springenberg"
orcid: "https://orcid.org/0000-0002-9392-1006"
affiliation: "University of Freiburg, Germany"
- family-names: "Manuel"
given-names: "Blum"
affiliation: "University of Freiburg, Germany"
- family-names: "Hutter"
given-names: "Frank"
affiliation: "University of Freiburg, Germany"
preferred-citation:
type: "proceedings"
title: "Efficient and Robust Automated Machine Learning"
collection-title: "Advances in Nerual Infromation Processing Systems 28 (2015)"
year: 2015
pages: "2962--2970"
url: "https://papers.neurips.cc/paper/5872-efficient-and-robust-automated-machine-learning.pdf"
publisher:
name: "Curran Associates, Inc."
editors:
- family-names: "Cortes"
given-names: "C."
- family-names: "Lawrence"
given-names: "N."
- family-names: "Lee"
given-names: "D."
- family-names: "Sugiyama"
given-names: "M."
- family-names: "Garnett"
given-names: "R."
authors:
- family-names: "Feurer"
given-names: "Matthias"
orcid: "https://orcid.org/0000-0001-9611-8588"
affiliation: "University of Freiburg, Germany"
- family-names: "Klein"
given-names: "Aaron"
affiliation: "University of Freiburg, Germany"
- family-names: "Eggensperger"
given-names: "Katharina"
orcid: "https://orcid.org/0000-0002-0309-401X"
affiliation: "University of Freiburg, Germany"
- family-names: "Jost"
given-names: "Springenberg"
orcid: "https://orcid.org/0000-0002-9392-1006"
affiliation: "University of Freiburg, Germany"
- family-names: "Manuel"
given-names: "Blum"
affiliation: "University of Freiburg, Germany"
- family-names: "Hutter"
given-names: "Frank"
affiliation: "University of Freiburg, Germany"
...
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Dependencies
- ubuntu 20.04 build
- ConfigSpace >=0.4.21,<0.5
- dask >=2021.12
- distributed >=2012.12
- distro *
- joblib *
- liac-arff *
- numpy >=1.9.0
- pandas >=1.0
- pynisher >=0.6.3,<0.7
- pyrfr >=0.8.1,<0.9
- pyyaml *
- scikit-learn >=0.24.0,<0.25.0
- scipy >=1.7.0
- setuptools *
- smac >=1.2,<1.3
- threadpoolctl *
- tqdm *
- typing_extensions *
- ConfigSpace >=0.4.21,<0.5
- dask >=2021.12
- distributed >=2012.12
- distro *
- joblib *
- liac-arff *
- numpy >=1.9.0
- pandas >=1.0
- pynisher >=0.6.3,<0.7
- pyrfr >=0.8.1,<0.9
- pyyaml *
- scikit-learn >=0.24.0,<0.25.0
- scipy >=1.7.0
- setuptools *
- smac >=1.2,<1.3
- threadpoolctl *
- tqdm *
- typing_extensions *