Mathematical Recipe of Dimensionality Reduction

Image by Joshua Coleman on Unsplash

As the variables in the dataset increases, its dimension increases which can have the following challenges:

1. With more variables, data visualization becomes difficult.
2. All the variables might not be important for a particular business problem.
3. More complex models as the model tries to learn from all of the variables, with more…