Applying machine learning and optimization to high-throughput experimentation

• 主要作者: Low, Andre Kai Yuan
• 其他作者: Kedar Hippalgaonkar
• 格式: Final Year Project
• 語言: English
• 出版: Nanyang Technological University 2021
• 主題: Engineering::Materials; Engineering::Computer science and engineering::Computing methodologies::Simulation and modeling
• 在線閱讀: https://hdl.handle.net/10356/147754

This study investigates the effects of different hyperparameters and settings in performance of Bayesian and Particle Swarm Optimization, and in doing so develop best practices for their practical application. Concrete Compressive Strength Data Set was modelled with Xtreme Gradient Boosting Regresso...