2 papers
cs.LG2023
Integration Of Evolutionary Automated Machine Learning With Structural Sensitivity Analysis For Composite Pipelines
Nikolay O. Nikitin, Maiia Pinchuk, Valerii Pokrovskii +7
Automated machine learning (AutoML) systems propose an end-to-end solution to a given machine learning problem, creating either fixed or flexible pipelines. Fixed pipelines are tas…
cs.LG2023
Improvement of Computational Performance of Evolutionary AutoML in a Heterogeneous Environment
Nikolay O. Nikitin, Sergey Teryoshkin, Valerii Pokrovskii +2
Resource-intensive computations are a major factor that limits the effectiveness of automated machine learning solutions. In the paper, we propose a modular approach that can be us…