1. Imputation Techniques: Imputation techniques are used to remove outliers from the dataset. The following are the most commonly used imputation techniques: Imputation (capping): Imputation involves replacing the outliers with a fixed value, such as the mean, median, mode, or a static value determined by a business expert. Mean imputation…