Instead of LightAutoML
LightAutoML alternatives
LightAutoML is a free, open-source Python library for automated machine learning on tabular and text data. It automates data processing, typing, feature selection, hyperparameter tuning, time use, and report creation. Ready-made tabular, text, and WhiteBox presets support binary classification, multiclass classification, and regression, while custom pipelines allow more control. Its documented models include linear models, LightGBM and CatBoost trees, neural networks, and a WhiteBox scorecard. It can handle missing values and outliers automatically, and runs on Linux, macOS, Windows, web, or self-hosted setups.
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FEDOT
Free plan APILinuxMac+2Multimodal pipelines and time-series forecasting — FEDOT adds clustering, forecasting, image inputs, and graph-based pipeline optimization alongside tables and text.
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MLJAR AutoML
Free plan LinuxMacSelf-hosted+2Configurable tabular experiments and fairness checks — MLJAR adds notebook and Studio use, four training modes, structured reports, saved artifacts, and fairness-aware training.
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AutoGluon
Free plan LinuxMacSelf-hosted+1Broad multimodal modeling and probabilistic forecasts — AutoGluon covers time series, images, text, documents, entities, matching, and foundation-model adaptation beyond LightAutoML's core tasks.
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AutoKeras
Free plan Open source APILinuxMac+2Keras-based image and text model search — AutoKeras searches Keras block configurations for image, text, structured, regression, and multimodal tasks, then exports a Keras Model.
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Amazon SageMaker Autopilot
Free plan APIWebManaged, visible model building in AWS — SageMaker Autopilot is an API and web service that builds, tunes, compares, and prepares models with more than 300 transformations.
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Auto-PyTorch
Free plan LinuxSelf-hostedPyTorch tabular search with resource controls — Auto-PyTorch focuses on PyTorch search using Bayesian optimization, meta-learning, ensembles, parallel workers, and explicit memory and time limits.
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BigML
Free plan APIMacSelf-hosted+1Hosted machine learning with exports and integrations — BigML provides a hosted API and web platform spanning forecasting, clustering, anomalies, associations, topic modeling, exports, and workflow automation.
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Akkio
Free plan APISelf-hostedWeb - 9
auto-sklearn
Free plan APILinuxSelf-hosted - 10
EvalML
Free plan APILinuxMac+2 - 11
JADBio
Free plan APISelf-hostedWeb - 12
FLAML
Free plan APILinuxMac+2 - 13
Lale
Free plan APILinuxMac+1 - 14
TPOT
Free plan LinuxMacSelf-hosted - 15
Obviously AI
Free plan APIWeb - 16
Kubeflow Notebooks
Free plan Self-hostedWeb - 17
Altair AI Studio
Free plan LinuxMacWindows - 18
DataRobot
Free trial APILinuxSelf-hosted+1 - 19
H2O Driverless AI
Free trial APILinuxMac+3 - 20
GAMA
Free plan LinuxMacWindows - 21
IBM Watson Studio
Free plan Web - 22
H2O-3
Free plan Web - 23
dotData Enterprise
Paid APISelf-hostedWeb - 24
Readers may look elsewhere when they need clustering, forecasting, image workflows, broader multimodal support, or a graphical service rather than a Python library. LightAutoML's current package is aimed at independent-row datasets; multitable datasets and sequences remain a work in progress. Switching also changes the deployment and cost profile: some alternatives are API or web products, while others are limited to Linux and self-hosted use. Compare supported data types and tasks, automation controls, explainability, export options, resource limits, integrations, and whether a free or paid service fits your workflow.