mlxtend

mlxtend adds helper modules for Python data analysis and machine learning libraries.

github.com/rasbt/mlxtend
mlxtend homepage screenshot

About mlxtend

mlxtend is a Python library of extension and helper modules for data analysis and machine learning libraries. It covers ensemble methods such as stacking and voting classifiers, feature selection and extraction, visualization of decision regions and confusion matrices, plotting helpers for model analysis, and frequent pattern mining including the Apriori algorithm.

The version on PyPI may be one step behind the development version on GitHub, which requires a separate install command.

Key features

  • Stacking and voting classifiers for ensemble methods
  • Feature selection and extraction techniques
  • Decision region and confusion matrix visualization
  • Plotting helpers for model analysis
  • Frequent pattern mining with Apriori algorithm
Best for: Python users doing data science tasks who work with existing analysis and machine learning libraries.
Good for
  • Covers ensemble, feature, visualization, and pattern mining modules in one library
  • Installable from PyPI and directly from GitHub for development version
  • Released under permissive BSD license allowing commercial use
Watch out for
  • PyPI version may be one step behind the GitHub development version

mlxtend at a glance

Type
Open-source project
Pricing
Not confirmed. Check the site
Open source
Not stated
Language
English
Last checked
Oct 5, 2026 · Online when checked
Listed
Oct 5, 2026

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mlxtend FAQ

How do I add mlxtend to a uv-managed project?
Run uv add mlxtend.
How do I install the latest development version?
Run uv add "mlxtend @ git+https://github.com/rasbt/mlxtend.git".
Where can I ask questions about mlxtend?
Use the GitHub Discussions board.
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