- Mean Imputation
- Median Imputation
- Arbitary Value Imputation
- NaN Values capture add missing feature
- Label Encoder
- One Hot Encoder
- Top Features One Hot Encoder
- Ordinary Encoding
- Number Ordinary Encoding
- Frequency Encoding
- Mean Target Encoding
- Probility Ratio Encoding
- Censoring or Capping
- Standardisation