1 code implementation • 11 Jul 2023 • Danny D'Agostino, Ilija Ilievski, Christine Annette Shoemaker
Providing a model that achieves a strong predictive performance and at the same time is interpretable by humans is one of the most difficult challenges in machine learning research due to the conflicting nature of these two objectives.
1 code implementation • 28 Jul 2016 • Ilija Ilievski, Taimoor Akhtar, Jiashi Feng, Christine Annette Shoemaker
Those methods adopt probabilistic surrogate models like Gaussian processes to approximate and minimize the validation error function of hyperparameter values.