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cs.LG2023★ 1 cited
Agent-based Collaborative Random Search for Hyper-parameter Tuning and Global Function Optimization
Ahmad Esmaeili, Zahra Ghorrati, Eric T. Matson
Hyper-parameter optimization is one of the most tedious yet crucial steps in training machine learning models. There are numerous methods for this vital model-building stage, rangi…
cs.LG2022★ 1 cited
Hierarchical Collaborative Hyper-parameter Tuning
Ahmad Esmaeili, Zahra Ghorrati, Eric Matson
Hyper-parameter Tuning is among the most critical stages in building machine learning solutions. This paper demonstrates how multi-agent systems can be utilized to develop a distri…