LightAutoML
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About
LightAutoML is ranked #11 of 28 in AutoML software on Inferse. It runs on Linux, macOS, Self-hosted, Web, Windows. There is a free plan.
Compared on AutoML software
- Feature engineering
- Yeslightautoml.readthedocs.io
- Automated model selection
- Yeslightautoml.readthedocs.io
- Model explainability
- Yeslightautoml.readthedocs.io
- Workflow interface
- bothlightautoml.readthedocs.io
- Hosting model
- bothlightautoml.readthedocs.io
Facts
- Purpose
- LightAutoML is an open-source Python library for automated machine learning on tabular and text data.lightautoml.readthedocs.io · 29 Sept 2026
- Automation
- Its pipeline creation supports automatic hyperparameter tuning, data processing, typing, feature selection, time utilization, and report creation.lightautoml.readthedocs.io · 29 Sept 2026
- Tasks
- The project README lists binary classification, multiclass classification, and regression as supported model creation tasks.github.com · 29 Sept 2026
- Pipeline options
- The documentation describes ready-made tabular, text, and WhiteBox presets, plus modular custom pipeline creation.lightautoml.readthedocs.io · 29 Sept 2026
- Models
- Documented model classes include linear models, LightGBM and CatBoost boosted trees, neural networks, and a WhiteBox scorecard model.lightautoml.readthedocs.io · 29 Sept 2026
- Data handling
- The basic tutorial says LightAutoML can handle missing values and outliers automatically.lightautoml.readthedocs.io · 29 Sept 2026
- Integrations
- The project offers optional installation extras for NLP, computer vision, and reports, and its tutorial demonstrates a SQL data source.github.com · 29 Sept 2026
- Installation
- The documentation says to install LightAutoML from PyPI with `pip install lightautoml`.lightautoml.readthedocs.io · 29 Sept 2026
- License
- The repository states that the project is licensed under Apache License, Version 2.0.github.com · 29 Sept 2026
- Support
- The repository directs users to its Slack community or Telegram group for advice and GitHub issues for bug reports and feature requests.github.com · 29 Sept 2026
- Dataset limits
- The repository says the current package handles datasets with independent samples in each row, while multitable datasets and sequences are a work in progress.github.com · 29 Sept 2026
- Security
- The opened project documentation and repository pages provide no security or compliance claims.github.com · 29 Sept 2026
- Intended users
- The maker describes LightAutoML as a framework created by Sber AI Lab to help data scientists and analysts reduce routine data preparation and model selection work.developers.sber.ru · 29 Sept 2026
Best LightAutoML alternatives
See all 12
7.3 BigML $833.33/mo first paid tier Free plan 
7.3 EvalML See plans price on the maker's page 
7.3 FEDOT Free free plan, no paid price published Free plan 
7.3 FLAML See plans price on the maker's page 
7.3 JADBio $183.25/mo first paid tier Free plan 
7.2 Akkio See plans price on the maker's page Free trial 
Where it ranks on Inferse
- Best AutoML Software in 2026#11 of 28
Sources
- lightautoml.readthedocs.io/en/v.0.4.0/· checked 29 Sept 2026
- github.com/sberbank-ai-lab/LightAutoML· checked 29 Sept 2026
- lightautoml.readthedocs.io/en/latest/pages/modules/automl.html· checked 29 Sept 2026
- lightautoml.readthedocs.io/en/latest/pages/modules/ml_algo.html· checked 29 Sept 2026
- lightautoml.readthedocs.io/en/v.0.4.0/pages/tutorials/Tutorial_1_b· checked 29 Sept 2026
- lightautoml.readthedocs.io/en/v.0.4.0/pages/Installation.html· checked 29 Sept 2026
- developers.sber.ru/help/lightautoml/introduction· checked 29 Sept 2026