featuretools and EvolutionaryForest
Featuretools is a general-purpose automated feature engineering framework, while EvolutionaryForest is a specialized genetic programming-based approach to feature selection and engineering—making them complementary tools that could be used together, with EvolutionaryForest potentially serving as an alternative feature generation or selection method within a Featuretools pipeline.
About featuretools
alteryx/featuretools
An open source python library for automated feature engineering
Implements Deep Feature Synthesis (DFS), an algorithm that automatically generates features from relational, multi-table datasets by applying aggregation and transformation primitives across entity relationships and time windows. Supports distributed computation via Dask for parallel feature generation, extensible primitive libraries (including NLP and premium options), and can handle timestamped transactions to create temporal features.
About EvolutionaryForest
hengzhe-zhang/EvolutionaryForest
An open source python library for automated feature engineering based on Genetic Programming
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