fillna(median)

MinMaxScaler

Create synthetic samples for minority class

Mean = 0 and Standard deviation = 1

0 to 1

train_test_split

Image generation

Convert categorical data into binary vectors

KBinsDiscretizer

F1 Score

Inputs

Drop the attribute, Fill with mean/median, Drop the corresponding record

Makes the attributes lie in the same range, Prevents domination of large-valued features, Improves model interpretability

Normalization, Standardization, Min-max scaling

Supervised learning algorithms, Cross-validation techniques, Dimensionality reduction