Roque López

Using Pipeline Performance Prediction to Accelerate AutoML Systems

2023

Automatic machine learning (AutoML) systems aim to automate the synthesis of machine learning (ML) pipelines. An important challenge these systems face is how to efficiently search a large space of candidate pipelines. Several strategies have …