72. How to reduce dimensionality?

Reducing dimensionality refers to the process of lowering the number of random variables. This can be reduced by using methods like,

• Firstly, the ratio of the missing value
• Secondly, low variance filter
• Thirdly, a high correlation filter
• Fourthly, random forest
• Lastly, principal component analysis.