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Image Credit: Arxiv

AutoML Benchmark with shorter time constraints and early stopping

  • Automated Machine Learning (AutoML) frameworks are evaluated using the AutoML Benchmark (AMLB).
  • AMLB proposed to evaluate frameworks using 1- and 4-hour time budgets.
  • This work argues for considering shorter time constraints in the benchmark for practical value.
  • Evaluations on 104 tasks show consistent rankings across time constraints and greater variety in model performance with early stopping.

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