Examples

General examples

General-purpose and introductory examples for skoot. These examples are designed to introduce you to the package style and layout.

Getting acquainted with skoot

Anonymous transformers in skoot

Class balancing examples

Examples for how to use the skoot.balance module to balance your imbalanced classification datasets.

SMOTE class balancer

Oversampling minority samples

Undersampling minority samples

Datasets examples

Examples for how to use the skoot.datasets module to load pre-bundled datasets for modeling in skoot.

Loading native skoot datasets

Exploratory data analysis examples

Examples for how to use the skoot.exploration module to quickly explore your data and learn its characteristics.

Example summarize

Feature extraction examples

Examples for how to use the skoot.feature_extraction module to discover new features in your dataset for better modeling.

Extracting date features

Model validation examples

Examples for how to use the skoot.model_validation module to safeguard your models from covariate shift.

Hypothesis testing for model monitoring

Preprocessing examples

Examples for how to use the skoot.preprocessing module to transform features in your dataset for better modeling.

Binning transformer

Date transformer

One-hot encoding

Utilities examples

Examples for how to use the skoot.utils module to enhance your modeling, write better transformers, and profile your estimators.

Profiling estimators