What are 3 ways of reducing dimensionality?

3 ways of reducing dimensionality

  • Removing collinear features.
  • Performing PCA, ICA, or other forms of algorithmic dimensionality reduction.
  • Combining features with feature engineering.

Sampling & Splitting