lightautoml.automl

The main module, which includes the AutoML class, blenders and ready-made presets.

AutoML

Class for compile full pipeline of AutoML task.

Presets

Presets for end-to-end model training for special tasks.

base.AutoMLPreset	Basic class for automl preset.
tabular_presets.TabularAutoML	Classic preset - work with tabular data.
tabular_presets.TabularUtilizedAutoML	Template to make TimeUtilization from TabularAutoML.
text_presets.TabularNLPAutoML	Classic preset - work with tabular and text data.
whitebox_presets.WhiteBoxPreset	Preset for AutoWoE - logistic regression over binned features (scorecard).

Blenders

Blender	Basic class for blending.
BestModelSelector	Select best single model from level.
MeanBlender	Simple average level predictions.
WeightedBlender	Weighted Blender based on coord descent, optimize task metric directly.