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scikeras

Scikit-Learn API wrapper for Keras.

https://github.com/adriangb/scikeras

Science Score: 44.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Committers with academic emails
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (10.9%) to scientific vocabulary

Keywords

data-science deep-learning deep-neural-networks keras machine-learning python scikit-learn tensorflow wrappers
Last synced: 6 months ago · JSON representation ·

Repository

Scikit-Learn API wrapper for Keras.

Basic Info
Statistics
  • Stars: 247
  • Watchers: 3
  • Forks: 51
  • Open Issues: 48
  • Releases: 19
Topics
data-science deep-learning deep-neural-networks keras machine-learning python scikit-learn tensorflow wrappers
Created almost 6 years ago · Last pushed about 1 year ago
Metadata Files
Readme Contributing License Citation

README.md

Scikit-Learn Wrapper for Keras

Build Status Coverage Status Docs

Scikit-Learn compatible wrappers for Keras Models.

Why SciKeras

SciKeras is derived from and API compatible with the now deprecated / removed tf.keras.wrappers.scikit_learn.

An overview of the differences as compared to the TF wrappers can be found in our migration guide.

Installation

This package is available on PyPi:

```bash

Tensorflow

pip install scikeras[tensorflow] ```

Note that pip install scikeras[tensorflow] is basically equivalent to pip install scikeras tensorflow and is offered just for convenience. You can also install just SciKeras with pip install scikeras, but you will need a version of tensorflow installed at runtime or SciKeras will throw an error when you try to import it.

The current version of SciKeras depends on scikit-learn>=1.4.1post1 and Keras>=3.2.0.

Migrating from keras.wrappers.scikit_learn

Please see the migration section of our documentation.

Documentation

Documentation is available at https://www.adriangb.com/scikeras/.

Contributing

See CONTRIBUTING.md

Owner

  • Name: Adrian Garcia Badaracco
  • Login: adriangb
  • Kind: user
  • Location: Chicago, IL

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Garcia Badaracco"
  given-names: "Adrian"
title: "SciKeras"
url: "https://github.com/adriangb/scikeras"

GitHub Events

Total
  • Issues event: 7
  • Watch event: 12
  • Issue comment event: 32
  • Push event: 10
  • Pull request event: 3
  • Fork event: 2
  • Create event: 2
Last Year
  • Issues event: 7
  • Watch event: 12
  • Issue comment event: 32
  • Push event: 10
  • Pull request event: 3
  • Fork event: 2
  • Create event: 2

Committers

Last synced: 11 months ago

All Time
  • Total Commits: 208
  • Total Committers: 11
  • Avg Commits per committer: 18.909
  • Development Distribution Score (DDS): 0.077
Past Year
  • Commits: 2
  • Committers: 1
  • Avg Commits per committer: 2.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Adrian Garcia Badaracco 1****b 192
Scott Sievert s****t 6
Simon Sander m****l@s****e 2
jpgard j****d 1
go95 g****3@g****m 1
data-hound s****n@g****m 1
Xander Johnson x****r@m****w 1
Ty Mick ty@t****e 1
Royi R****l@o****m 1
Jeffery 2****i@g****m 1
Cristian Rincón 5****n 1
Committer Domains (Top 20 + Academic)
tymick.me: 1 metasyn.pw: 1 simon-sander.de: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 84
  • Total pull requests: 54
  • Average time to close issues: about 2 months
  • Average time to close pull requests: 16 days
  • Total issue authors: 64
  • Total pull request authors: 12
  • Average comments per issue: 4.73
  • Average comments per pull request: 3.15
  • Merged pull requests: 41
  • Bot issues: 0
  • Bot pull requests: 1
Past Year
  • Issues: 8
  • Pull requests: 3
  • Average time to close issues: 4 days
  • Average time to close pull requests: N/A
  • Issue authors: 7
  • Pull request authors: 3
  • Average comments per issue: 4.63
  • Average comments per pull request: 1.67
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 1
View more stats
Top Authors
Issue Authors
  • adriangb (7)
  • stsievert (4)
  • talhaanwarch (4)
  • sim-san (2)
  • CAW9 (2)
  • jamesmyatt (2)
  • cristian-rincon (2)
  • bastian-f (2)
  • Nabil-AL (2)
  • smith558 (2)
  • no-clue-what-to-do (2)
  • fcakyon (1)
  • Zanchet2020 (1)
  • asafarevich (1)
  • phbillet (1)
Pull Request Authors
  • adriangb (44)
  • clstaudt (2)
  • jeffery9876 (2)
  • stsievert (2)
  • jpgard (1)
  • metasyn (1)
  • RoyiAvital (1)
  • go95 (1)
  • dependabot[bot] (1)
  • richmanbtc (1)
  • sim-san (1)
Top Labels
Issue Labels
Pull Request Labels
dependencies (1) github_actions (1)

Packages

  • Total packages: 1
  • Total downloads:
    • pypi 562,783 last-month
  • Total docker downloads: 216
  • Total dependent packages: 17
  • Total dependent repositories: 39
  • Total versions: 19
  • Total maintainers: 1
pypi.org: scikeras

Scikit-Learn API wrapper for Keras.

  • Versions: 19
  • Dependent Packages: 17
  • Dependent Repositories: 39
  • Downloads: 562,783 Last month
  • Docker Downloads: 216
Rankings
Downloads: 0.5%
Dependent repos count: 2.4%
Docker downloads count: 2.6%
Dependent packages count: 3.2%
Average: 3.3%
Stargazers count: 4.7%
Forks count: 6.4%
Maintainers (1)
adriangb
Last synced: 6 months ago

Dependencies

.github/workflows/build_docs.yaml actions
  • actions/checkout v2 composite
  • actions/setup-python v2 composite
  • actions/upload-artifact v2 composite
.github/workflows/deploy_docs.yml actions
  • actions/checkout v2 composite
  • actions/github-script v3 composite
  • actions/setup-python v2 composite
  • dawidd6/action-download-artifact v2 composite
  • peter-evans/create-or-update-comment v1 composite
  • peter-evans/find-comment v1 composite
  • softprops/turnstyle v1 composite
.github/workflows/release.yaml actions
  • actions/checkout v2 composite
  • actions/setup-python v2 composite
.github/workflows/tests.yaml actions
  • actions/checkout v2 composite
  • actions/setup-python v2 composite
  • codecov/codecov-action v1 composite
  • pre-commit/action v2.0.0 composite
pyproject.toml pypi
  • coverage >=6.4.2 develop
  • insipid-sphinx-theme >=0.3.2 develop
  • ipykernel >=6.15.1 develop
  • jupyter >=1.0.0 develop
  • jupytext >=1.14.0 develop
  • matplotlib >=3.5.2 develop
  • nbsphinx >=0.8.9 develop
  • numpydoc >=1.4.0 develop
  • pre-commit >=2.20.0 develop
  • pytest >=7.1.2 develop
  • pytest-cov >=3.0.0 develop
  • sphinx >=5.0.2 develop
  • tensorflow >=2.11.0 develop
  • grpcio <1.50.0
  • importlib-metadata >=3
  • packaging >=0.21
  • python >=3.7.0,<3.11.0
  • scikit-learn >=1.0.0
  • tensorflow >=2.11.0
  • tensorflow-cpu >=2.11.0