Hyperparameter tuning and pipeline optimization via grid search method and tree-based AutoML in breast cancer prediction

• Main Authors: Mat Radzi, Siti Fairuz, Abdul Karim, Muhammad Khalis, Saripan, M. Iqbal, Abd Rahman, Mohd Amiruddin, Che Isa, Iza Nurzawani, Ibahim, Mohammad Johari
• Format: Article
• Language: English
• Published: Multidisciplinary Digital Publishing Institute 2021
• Online Access: http://psasir.upm.edu.my/id/eprint/97584/1/ABSTRACT.pdf; http://psasir.upm.edu.my/id/eprint/97584/; https://www.mdpi.com/2075-4426/11/10/978
• Institution: Universiti Putra Malaysia

Automated machine learning (AutoML) has been recognized as a powerful tool to build a system that automates the design and optimizes the model selection machine learning (ML) pipelines. In this study, we present a tree-based pipeline optimization tool (TPOT) as a method for determining ML models wit...