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SPECIFICTION
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auto-sklearn

automl.github.io

Free plan LinuxAPISelf-hosted
Visit automl.github.io
Spec score 7.9 #13 of 37 in Predictive Analytics Software

Spec sheet

What it does
auto-sklearn automates machine learning model fitting and ensemble construction for classification and regression tasks.Read 9 Oct 2026 · automl.github.io
Security
The opened product documentation describes time and memory resource limits but does not state security certifications or compliance claims.Read 9 Oct 2026 · automl.github.io
Maker
The AutoML website identifies AutoML as a project of the Chair for Machine Learning at the University of Freiburg.Read 9 Oct 2026 · automl.org
AutoML method
Auto-sklearn 2.0 automatically selects models, decides whether to use Successive Halving, and uses portfolios for meta-learning.Read 9 Oct 2026 · automl.github.io
Customization
Users can customize metrics, train-validation splits, feature types, and inspect the search procedure.Read 9 Oct 2026 · automl.github.io
Distributed runs
Parallel auto-sklearn workers require access to a shared file system for training data and models.Read 9 Oct 2026 · automl.github.io
Extensibility
Users can add classification, regression, and feature-preprocessing methods by implementing and registering wrapper classes.Read 9 Oct 2026 · automl.github.io
Install options
The documentation describes pip, conda-forge, source, and Docker installation options.Read 9 Oct 2026 · automl.github.io
macOS support
The project says it does not actively support macOS because of resource-limit and dependency issues.Read 9 Oct 2026 · automl.github.io
Resource limits
Users must set time and memory limits, and auto-sklearn uses one CPU core by default.Read 9 Oct 2026 · automl.github.io
Scikit-learn compatibility
Its fitted pipelines are compatible with the scikit-learn API.Read 9 Oct 2026 · automl.github.io
Windows support
The documentation says auto-sklearn cannot run on Windows because it relies on Python’s Unix-only resource module.Read 9 Oct 2026 · automl.github.io

Plans and prices

Free open-source software Free Linux required · Python >=3.7 · C++11 compiler required Read 9 Oct 2026 · automl.github.io

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