Leveraging Benchmarking Data for Automated Machine Learning and Optimization

The AutoLearn-SI project seeks to establish a leading ERA Chair research group at the Jožef Stefan Institute (JSI) in Slovenia, focusing on AutoML and AutoOPT for sustained excellence in Slovenia and the neighboring region.

By integrating recent AutoML and AutoOPT advancements into research and education, the project contributes to national reforms and positions itself strategically for EU research funding.

The ERA Chair will use benchmarking data for automated ML and optimization, conducting research in three Pillar themes (Experimental databases, Representation Learning, and Automated Algorithm Selection/Configuration) and two Horizontal themes (Single-objective Optimization and Multi-label Classification).

Centered on AutoML and AutoOpt, the AutoLearn-SI ERA Chair leverages JSI's expertise and infrastructure to create an integrated research and education center within the ERA, unlocking potential for regional leadership.

The project promotes geographical diversity by appointing a USA-based ERA Chair Holder, collaborating with leading EU research groups (specifically, France, Germany, the Netherlands, and Belgium), establishing research capacity in Slovenia, and disseminating knowledge to North Macedonia.

The ERA Chair's primary goal is scientific research in AutoML and AutoOpt, fostering excellence in ERA collaboration and stakeholder engagement.