no code implementations • 24 Jul 2019 • Jorge G. Madrid, Hugo Jair Escalante, Eduardo F. Morales, Wei-Wei Tu, Yang Yu, Lisheng Sun-Hosoya, Isabelle Guyon, Michele Sebag
We extendAuto-Sklearn with sound and intuitive mechanisms that allow it to cope with this sort ofproblems.
no code implementations • Springer Cham 2019 • Isabelle Guyon, Lisheng Sun-Hosoya, Marc Boullé, Hugo Jair Escalante, Sergio Escalera, Zhengying Liu, Damir Jajetic, Bisakha Ray, Mehreen Saeed, Michèle Sebag, Alexander Statnikov, WeiWei Tu, Evelyne Viegas
The solutions of the winners are systematically benchmarked over all datasets of all rounds and compared with canonical machine learning algorithms available in scikit-learn.
Ranked #1 on AutoML on Chalearn-AutoML-1
no code implementations • Conférence sur l'Apprentissage Automatique 2018 • Lisheng Sun-Hosoya, Isabelle Guyon, Michele Sebag
We give a brief account of the main findings of our post-hoc analysis of the first AutoML challenge (2015-2016).