Overview Feature Scaling is one of the most vital steps of feature engineering as well as data pre-processing in general. To comprehend feature scaling clearly, we can look at an…
Overview Feature Transformation is the process of replacing a variable with an operation, which usually aids in the transformation of complex relationships that may be non-linear into linear relationships. It…
Overview Feature Reduction is the method of reducing the number of variables (features) that are reviewed. Dimensionality Reduction is divided into two sub-categories: Feature Extraction and Selection and of Features. The second will be addressed. …
Overview In embedded techniques, we employ modeling algorithms that use the coefficients of features to minimize the number of features they have. Embedded techniques are one of the most advanced feature…