Vladimir Stojanovic

Knowledge Transferable Bayesian Optimization

Abstract

The need for automated optimization has become very important in many domains including hyper-parameter tuning in ML or in manufacturing industry. In practice, one frequently has to solve similar optimization problems for a specific customized setting, e.g. manufacturing robots optimized for a new customer environment or hyper-parameter optimization for a new classification task....