Validation of regression & classifiers and data used to develop them

These details have been verified by PyPI

Maintainers

anilpanda matgrb0 pyrisk rwkoops timvink

These details have not been verified by PyPI

Project links

Project description

GitHub contributors

Probatus

Overview

Probatus is a python package that helps validate regression & (multiclass) classification models and the data used to develop them. Main features:

probatus.interpret provides shap-based model interpretation tools
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.

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.

Project details

These details have been verified by PyPI

Maintainers

anilpanda matgrb0 pyrisk rwkoops timvink

These details have not been verified by PyPI

Project links

Release history Release notifications | RSS feed

This version

3.1.2

Jul 20, 2024

3.1.1

Jul 4, 2024

3.1.0

Apr 23, 2024

3.0.1

Apr 2, 2024

3.0.0

Mar 17, 2024

2.1.1

Sep 13, 2023

2.1.0

Jul 27, 2023

2.0.1

Jun 19, 2023

2.0.0

Jun 8, 2023

1.8.9

Apr 11, 2022

1.8.8

Dec 8, 2021

1.8.7

Oct 28, 2021

1.8.6

Oct 5, 2021

1.8.5

Aug 24, 2021

1.8.4

Jun 16, 2021

1.8.3

Jun 15, 2021

1.8.2

May 4, 2021

1.8.1

Apr 18, 2021

1.8.0

Apr 14, 2021

1.7.1

Apr 13, 2021

1.7.0

Mar 16, 2021

1.6.2

Mar 10, 2021

1.6.1

Mar 9, 2021

1.6.0

Mar 1, 2021

1.5.1

Dec 4, 2020

1.5.0

Nov 18, 2020

1.4.4

Nov 11, 2020

1.4.3 yanked

Nov 11, 2020

Reason this release was yanked:

There is an issue with this distribution. Please use 1.4.4 or higher.

1.4.1 yanked

Nov 10, 2020

Reason this release was yanked:

This release has been wrongly uploaded to pypi, please update to probatus 1.4.2

1.4.0 yanked

Nov 10, 2020

Reason this release was yanked:

This release has been wrongly uploaded to pypi, please update to probatus 1.4.2

1.3.0 yanked

Nov 6, 2020

Reason this release was yanked:

This release has been wrongly uploaded to pypi, please update to probatus 1.4.2

1.2.0

Sep 30, 2020

1.1.1

Sep 8, 2020

1.1.0

Aug 24, 2020

1.0.1

Aug 7, 2020

1.0.0

Apr 21, 2020

0.1.3

Feb 24, 2020

0.1.2

Oct 29, 2019

0.1.1

Oct 9, 2019

0.1

Sep 25, 2019

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