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Tech riderRev. 29 Sept 2026

LightAutoML

Ch 067.1of 28 AutoML Software
  1. 1Runs onLinux, Mac, self-hosted, Web, Windows
  2. 2CostsFree plan
  3. 3Feature engineeringYes
  4. 4Automated model selectionYes
  5. 5Model explainabilityYes
  6. 6Workflow interfaceboth
  7. 7Hosting modelboth
7 lines stated Written from the maker's own pages: lightautoml.readthedocs.io, github.com
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The LightAutoML homepage

Overview

LightAutoML is ranked #6 of 28 in AutoML software on Specifiction. It runs on Linux, macOS, Self-hosted, Web, Windows. There is a free plan.

LightAutoML plans and pricing

All plans
LightAutoML Free Open-source Python library · installable from PyPI · Apache License 2.0 github.com · 29 Sept 2026

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

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