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Featuretools is a Python library for automated feature engineering. It uses Deep Feature Synthesis to automatically generate a feature matrix from multi-table, timestamped data, producing a single table of features for a chosen target dataframe. It can be installed via pip or Conda and offers add-ons such as Premium Primitives, NLP Primitives, and Dask support for scalable DFS.
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open-source · deep feature synthesis · excellent · automated · pioneer · deep feature synthesis (dfs)
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Excerpts where FeatureTools appeared in the AI's answer
Featuretools — an open-source Python framework focused specifically on automated feature engineering.
Featuretools : A pioneer in this space that uses a technique called Deep Feature Synthesis (DFS) to stack mathematical transformations across relational and transactional data tables automatically.