Performance Comparison of Different Models and Data Preprocessing Techniques

In this article, we will be comparing the performance of different data preprocessing techniques (specifically, different ways of handling missing values and categorical variables) and machine learning models applied to a tabular dataset. We will go over all the steps separately and them combine them in the end.

Table of ContentsIntroductionInstallation and SetupDataset Loading and PreparationHandling Missing ValuesHandling Categorical VariablesDifferent Machine Learning ModelsTesting, R...