model-inspector 0.25.4

Inspect machine learning models

Model Inspector

Inspect machine learning models

See the docs, especially for the inspect module, for API details and examples.

The most similar alternative to model_inspector that I am aware of is yellowbrick. Both are machine learning visualization libraries that work well with scikit-learn.

yellowbrick is designed around Visualizer objects. Each Visualizer corresponds to a single type of visualization. They have a similar interface to scikit-learn transformers and estimators.

model_inspector takes a different approach. It is designed around Inspector objects that bundle together a scikit-learn model, an X feature DataFrame, and a y target Series. The Inspector object does the work of identifying appropriate visualization types for the specific model and dataset in question and exposing corresponding methods, making it easy to visualize a given model for a given dataset in a variety of ways.

Install

pip install model_inspector