Section $1$: Data Mining Concepts and Preparation$$

Describe the data mining techniques:$$

Explain the data mining techniques that are suitable for your chosen scenario.$$

Describe how these techniques would be applied to the data in your scenario.$$

Outline data cleansing and preparation tasks:$$

Detail the steps for cleansing the data $($e$.$g$.,$ handling missing values, outliers$).$

Explain the preparation tasks needed to make the data suitable for analysis $($e$.$g$.,$ data transformation, normalization$).$