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Auto-sklearn 2.0: Hands-free automl via meta-learning
Automated Machine Learning (AutoML) supports practitioners and researchers with the
tedious task of designing machine learning pipelines and has recently achieved substantial …
tedious task of designing machine learning pipelines and has recently achieved substantial …
Meta-learning: A survey
J Vanschoren - ar**: A perspective on PCA meta-features
Meta-learning, a concept from the area of automated machine learning, aims at providing
decision support for data scientists by recommending a suitable setting (a machine learning …
decision support for data scientists by recommending a suitable setting (a machine learning …
Ontology-based meta-mining of knowledge discovery workflows
This chapter describes a principled approach to meta-learning that has three distinctive
features. First, whereas most previous work on meta-learning focused exclusively on the …
features. First, whereas most previous work on meta-learning focused exclusively on the …
[PDF][PDF] Understanding machine learning performance with experiment databases
J Vanschoren - lirias. kuleuven. be, no, 2010 - Citeseer
Research in machine learning and data mining can be speeded up tremendously by moving
empirical research results out of people's heads and labs, onto the network and into tools …
empirical research results out of people's heads and labs, onto the network and into tools …