Socket
Socket
Sign inDemoInstall

probatus

Package Overview
Dependencies
37
Maintainers
5
Alerts
File Explorer

Install Socket

Protect your apps from supply chain attacks

Install

probatus

Validation of binary classifiers and data used to develop them

    2.1.1

Maintainers
5

Readme

pytest PyPi Version PyPI PyPI - Downloads GitHub contributors

Probatus

Overview

Probatus is a python package that helps validate binary classification models and the data used to develop them. Main features:

  • probatus.interpret provides shap-based model interpretation tools
  • probatus.metric_volatility provides tools using bootstrapping and/or different random seeds to assess metric volatility/stability.
  • probatus.sample_similarity to compare two datasets using resemblance modelling, f.e. train with out-of-time test.
  • probatus.feature_elimination.ShapRFECV provides cross-validated Recursive Feature Elimination using shap feature importance.
  • probatus.missing_values compares performance gains of different missing values imputation strategies for a given model.

Installation

pip install probatus

Documentation

Documentation at ing-bank.github.io/probatus/.

You can also check out blog posts about Probatus:

Contributing

To learn more about making a contribution to Probatus, please see CONTRIBUTING.md.

FAQs


Did you know?

Socket installs a GitHub app to automatically flag issues on every pull request and report the health of your dependencies. Find out what is inside your node modules and prevent malicious activity before you update the dependencies.

Install

Related posts

SocketSocket SOC 2 Logo

Product

  • Package Alerts
  • Integrations
  • Docs
  • Pricing
  • FAQ
  • Roadmap

Stay in touch

Get open source security insights delivered straight into your inbox.


  • Terms
  • Privacy
  • Security

Made with ⚡️ by Socket Inc