LightAutoML documentation
LightAutoML is open-source Python library aimed at automated machine learning. It is designed to be lightweight and efficient for various tasks with tabular, text data. LightAutoML provides easy-to-use pipeline creation, that enables:
Automatic hyperparameter tuning, data processing.
Automatic typing, feature selection.
Automatic time utilization.
Automatic report creation.
Graphical profiling system.
Easy-to-use modular scheme to create your own pipelines.
- lightautoml.automl
- lightautoml.addons
- lightautoml.dataset
- lightautoml.image
- lightautoml.ml_algo
- lightautoml.ml_algo.tuning
- lightautoml.pipelines
- lightautoml.pipelines.selection
- lightautoml.pipelines.features
- lightautoml.pipelines.ml
- lightautoml.reader
- lightautoml.report
- lightautoml.tasks
- lightautoml.tasks.losses
- lightautoml.text
- lightautoml.transformers
- lightautoml.utils
- lightautoml.validation