Task: Implement StandardScaler from Scratch and Validate Against scikit-learn

Task: Implement StandardScaler from Scratch and Validate Against scikit-learn: a task in Terminal-Lego-15k (Harbor dataset). StandardScaler from scikit-learn standardizes features by removing the mean and scaling to unit variance. The standard score of a sample x is calculated as: