Instead of FEDOT
FEDOT alternatives
FEDOT is a free, open-source framework for automating data-driven model pipelines. Its supported work includes classification, regression, clustering, and time-series forecasting, with tabular, text, and image inputs that can be combined. It handles preprocessing, model selection, tuning, validation, and serialization, and users can choose full automation or supply parameters to direct pipeline creation. Its code-oriented workflow runs on Linux, macOS, and Windows, and it is also available as an API or for self-hosting.
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LightAutoML
Free plan LinuxMacSelf-hosted+2Tabular and text pipelines with ready-made presets — LightAutoML focuses on tabular and text data, with automatic processing, tuning, feature selection, and report creation, rather than FEDOT’s broader task mix.
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MLJAR AutoML
Free plan LinuxMacSelf-hosted+2Supervised tabular learning with experiment reports — MLJAR adds Studio notebooks, configurable training modes, experiment summaries, and optional fairness mitigation for supervised tabular learning.
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AutoGluon
Free plan LinuxMacSelf-hosted+1Predictive modeling across tables, time series, and media — AutoGluon covers a wider set of examples, including probabilistic time-series forecasts, image and text prediction, object detection, and document tasks.
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AutoKeras
Free plan Open source APILinuxMac+2Keras-based image, text, and structured-data models — AutoKeras searches configurations from Keras blocks and can export the best result as a Keras Model, while FEDOT optimizes graph-based pipelines.
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Amazon SageMaker Autopilot
Free plan APIWebManaged model building with leaderboard comparisons — SageMaker Autopilot automatically infers prediction type and provides a model leaderboard, statistical insights, and more than 300 preconfigured data transformations.
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Auto-PyTorch
Free plan LinuxSelf-hostedPyTorch-based search for tabular and time-series models — Auto-PyTorch uses Bayesian optimization, meta-learning, and ensembles, with configurable memory and wall-time limits for model search.
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BigML
Free plan APIMacSelf-hosted+1A platform with explainability, exports, and workflow automation — BigML adds interactive explanations, JSON PML and PMML exports, REST API bindings, and automation tools for broader model and workflow tasks.
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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
A different tool may fit better if you want notebook or web access, a different range of prediction tasks, or another way to inspect or export results. FEDOT is free, so compare workflow and task coverage as well as price: several alternatives also have free open-source options, while BigML is freemium and SageMaker Autopilot is paid. Check whether an alternative works with your data types and platforms, and whether its reporting, integrations, model export, or training controls matter more than FEDOT’s graph-based pipeline optimization and adjustable automation.