How to select important features for your machine learning model — Feature selection is choosing the most relevant features to the underlying problems. In predictive machine learning, we choose features suitable to improve the model prediction capability. There are many methods to perform feature selection, including statistical analysis, such as the Chi-Square method, or a more advance one, such as model…