Top 10 Python interpretable-machine-learning Projects

DALEX

2 1,318 5.5 Python

moDel Agnostic Language for Exploration and eXplanation
DiCE

2 1,267 8.2 Python

Generate Diverse Counterfactual Explanations for any machine learning model.
WorkOS

workos.com sponsored

The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
pyGAM

2 838 2.6 Python

[HELP REQUESTED] Generalized Additive Models in Python
ETSformer

1 224 0.0 Python

PyTorch code for ETSformer: Exponential Smoothing Transformers for Time-series Forecasting
TalkToModel

1 102 2.9 Python

TalkToModel gives anyone with the powers of XAI through natural language conversations 💬!
Machine-Learning

2 85 3.4 Python

Material related to my book Intuitive Machine Learning. Some of this material is also featured in my new book Synthetic Data and Generative AI. (by VincentGranville)
ContrXT

1 23 0.0 Python

a tool for comparing the predictions of any text classifiers
InfluxDB

www.influxdata.com sponsored

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
XAI

1 18 0.0 Python

Genetic programming method for explaining complex black-box models
EPU-CNN

1 5 7.3 Python

Official Implementation of "E pluribus unum interpretable convolutional neural networks"

Project mention: EPU-CNN: Introducing Generalized Additive Models in CNNs for Interpretable Image Classification | /r/computervision | 2023-12-05

The code is also made available on Github here along with all the datasets used in the original research. Your feedback and contributions are highly welcome!

xi-method

1 5 8.5 Python

Xi method

Project mention: [P] I created a package implementing a SOTA technique for XAI ( Explainable AI) | /r/MachineLearning | 2023-09-03

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).