API Reference#

Genetic Feature Generation#

GeneticFeatureSynthesis([num_features, ...])

The Genetic Feature Synthesis class uses genetic programming to generate new features using a technique based on Symbolic Regression.

CustomSymbolicFunction(func, arg_count, ...)

The base class for creating custom symbolic functions.

list_symbolic_functions()

List all the available built-in symbolic functions.

Genetic Feature Selection#

GeneticFeatureSelector(objective_function[, ...])

The Genetic Feature Selector class uses genetic programming to select the best features to minimise a given objective function.

Datasets#

fetch_cars_dataset()

Fetch the cars dataset from the UCI repository.

fetch_wine_dataset()

Fetch the wine dataset from the UCI repository.