A guide to dimensionality reduction techniques in machine learning — When training a Machine Learning model, having more features than necessary in your dataset can lead to a variety of complications, inaccuracies, and even errors. The number of input features (columns or variables) present in a given dataset is referred to as its dimensionality, and datasets with many features are…