Hyperparameter tuning is critical for the correct functioning of Machine Learning models. You can check Timo Böhm’s article to see an overview of hyperparameter tuning.
Genetic algorithms provide a powerful technique for hyperparameter tuning, but they are quite often overlooked.
In this article, I will show an overview of genetic algorithms. I will also offer a detailed step-by-step guide on exploiting available libraries to use genetic algorithms to optimize the hyperparameters of a Machine Learning model.
#machine-learning #genetic-algorithm #python #differential-evolution