Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library.
The Best scikit-learn Alternatives in 2026
Looking for something like scikit-learn? Here are 24 alternatives, ranked by how closely they match it on purpose, features and platforms. Of these, 2 are free or have a free plan and 10 are open source.
The scikit-learn documentation covers machine learning tools and methods for Python.
Top picks at a glance
Quick comparison
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | XGBoost | — | Yes | — |
| 2 | Python | — | Not stated | Web |
| 3 | OpenNLP | — | Not stated | Web |
| 4 | visualml.io | — | Not stated | Web |
| 5 | ML.NET | — | Yes | — |
| 6 | MLJ | — | Not stated | — |
| 7 | rb-libsvm | — | Yes | — |
| 8 | Tribou | — | Not stated | Web |
| 9 | RustPython | Free | Yes | Web |
| 10 | shimmytok | Free | Yes | — |
All scikit-learn alternatives
Python
python.orgPython.org is the official site for the Python programming language and its documentation.
OpenNLP
opennlp.apache.orgApache OpenNLP is a machine learning based toolkit for the processing of natural language text.
visualml.io
visualml.ioThe visualml.io site introduces a machine learning toolkit built with JavaScript.
ML.NET provides an open source, cross platform machine learning framework for .NET applications.
MLJ
github.com/alan-turing-institute/MLJ.jlThe MLJ project provides machine learning tools and a framework for Julia.
rb-libsvm provides Ruby bindings for the LIBSVM machine learning library.
Tribou
tribuo.orgTribuo provides machine learning tools in Java, according to its project title.
Run Python with RustPython, an open-source Python 3 interpreter written in Rust.
The shimmytok project provides a pure Rust GGUF tokenizer compatible with llama.cpp and ready for WebAssembly.
Treat
github.com/louismullie/treatTreat supplies Ruby developers with a framework for natural language processing.
pgmpy provides Python tools for causal inference and probabilistic reasoning.
xonsh shell
github.com/xonsh/xonshxonsh is a Python-powered shell described as full-featured, cross-platform, and AI-friendly.
Python bindings for Frog expose Dutch NLP functions such as tagging, lemmatization, named entity recognition, and parsing.
libpython-clj provides Python bindings that connect Python libraries with Clojure code.
FoLiA format
proycon.github.io/foliaFoLiA is an XML format for linguistic annotation of written language resources such as corpora.
Codigo
codigolangs.comSearch and compare programming languages in Codigo, a directory that also publishes language news and examples.
python-timbl exposes the TiMBL C++ programming interface to Python scripts.
LMQL
lmql.aiLMQL provides a programming language for interactions with large language models.
Polyglot
github.com/aboSamoor/polyglotPolyglot provides multilingual text processing tools for natural language processing.
JavaScript Interop
clojurescript.org/reference/javascript-apiClojureScript JavaScript API documentation covers JavaScript interoperation and collection behavior.
Java Interop
clojure.org/reference/java_interopClojure Java Interop documentation explains how Clojure code can access Java classes and methods.
The machinelearn.js project offers machine learning tools for web applications and Node.js.
JavaDecompiler
javadecompilers.comDecompile Java class and JAR files online to inspect their source code with JavaDecompiler.
Alternatives to similar tools
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Alternatives are suggested from the purpose and features described in our listings. Different pages for the same product appear once. Read each description to check whether it fits your task. How we choose alternatives · Suggest an alternative



















