What are the approaches to automated feature engineering? Discuss tools and techniques for automatic feature generation and selection, and their limitations.

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Automated feature engineering aims to reduce the manual effort required to create informative features while potentially discovering patterns that human engineers might miss. Several approaches exist, each with distinct methodologies and trade-offs.