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cs.LG2024
Evolving machine learning workflows through interactive AutoML
Rafael Barbudo, Aurora Ramírez, José Raúl Romero
Automatic workflow composition (AWC) is a relevant problem in automated machine learning (AutoML) that allows finding suitable sequences of preprocessing and prediction models toge…
cs.LG2024★ 1 cited
Grammar-based evolutionary approach for automated workflow composition with domain-specific operators and ensemble diversity
Rafael Barbudo, Aurora Ramírez, José Raúl Romero
The process of extracting valuable and novel insights from raw data involves a series of complex steps. In the realm of Automated Machine Learning (AutoML), a significant research…