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The Top 22 Machine Learning Interpretability Open Source Projects

Open source projects categorized as Machine Learning Interpretability
Categories > Machine Learning > Interpretability
Categories > Machine Learning > Machine Learning
Bayes Trex ⭐ 8
2021 AAAI Paper, "Bayes-TrEx: A Bayesian Sampling Approach to Model Transparency by Example"
most recent commit 3 years ago
Jsm_2018_paper ⭐ 8
Paper for 2018 Joint Statistical Meetings: https://ww2.amstat.org/meetings/jsm/2018/onlinepro
most recent commit 5 years ago
Virelay ⭐ 8
ViRelAy is a visualization tool for the analysis of data as generated by CoRelAy.
total releases 2most recent commit 2 years ago
Laundryml ⭐ 8
Code for our paper "Fairwashing: the risk of rationalization" (https://arxiv.org/abs/1901.09749) accepted at ICML 2019.
most recent commit 4 years ago
Iai Clinical Decision Rule ⭐ 8
Interpretable clinical decision rules for predicting intra-abdominal injury.
most recent commit 10 months ago
Deepdecipher ⭐ 7
🦠 DeepDecipher: An open source API to MLP neurons
most recent commit 3 months ago
Xai Analytics ⭐ 7
XAI-Analytics is a tool that opens the black-box of machine learning. It helps the user to understand the decision-making process of machine learning models.
most recent commit 10 months ago
Feature Vis Yolov3 ⭐ 7
Feature visualization tool for YOLOv3, a real-time objection detection algorithm using a deep convolutional network with a Darknet backbone. Visualizes performance attributes via saliency maps to identify how features in the input pixel space influence our network’s predictions in terms of classification and localization
most recent commit 5 years ago
Saliency Cards ⭐ 7
Saliency Cards are transparency documentation for saliency methods. Learn about new saliency methods or document your own!
most recent commit a year ago
Tree Prompt ⭐ 6
Tree prompting: easy-to-use scikit-learn interface for improved prompting.
most recent commit 6 months ago
Explaining_predictions_with_lime ⭐ 6
most recent commit 6 years ago
Dnn Locate ⭐ 6
dnn-locate is a python module for discriminative features localization based on neural networks.
most recent commit a year ago
Infoshare ⭐ 6
Official repository for the paper: "Probing LLMs for Joint Encoding of Linguistic Categories." Findings of EMNLP 2023.
most recent commit 4 months ago
Xwhy ⭐ 5
Explaining black boxes with a SMILE: Statistical Mode-agnostic Interpretability with Local Explanations
most recent commit 3 months ago
Churn Prediction With Text And Interpretability ⭐ 5
Predict customer churn with text and interpretability.
most recent commit 3 years ago
Explainable Ml Papers ⭐ 5
A list of research papers of explainable machine learning.
most recent commit 3 years ago
Distillml ⭐ 5
An R package providing functions for interpreting and distilling machine learning models
most recent commit a year ago
Dynamic Shap Plots ⭐ 5
Enabling interactive plotting of the visualizations from the SHAP project.
most recent commit 4 years ago
Canonical_sets ⭐ 5
Exposing Algorithmic Bias with Canonical Sets
total releases 3most recent commit a year ago
Trefle ⭐ 5
Trefle is a scikit-learn compatible estimator implementing the FuzzyCoCo algorithm that uses a cooperative coevolution algorithm to find and build interpretable fuzzy systems.
most recent commit 5 years ago
Epu Cnn ⭐ 5
Official Implementation of "E pluribus unum interpretable convolutional neural networks"
most recent commit 5 months ago
Xper ⭐ 5
A methodology designed to measure the contribution of the features to the predictive performance of any econometric or machine learning model.
most recent commit 5 months ago
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