Search Results - RepositoryStats

168

1.4k

gpl-3.0

50

moDel Agnostic Language for Exploration and eXplanation

iml xai dalex fairness black-box data-science explanations explainable-ai explainable-ml responsible-ai responsible-ml interpretability machine-learning model-visualization predictive-modeling explanatory-model-analysis interpretable-machine-learning explainable-artificial-intelligence

Created 2018-02-18

687 commits to master branch, last one 2 months ago

explainx explainX

54

419

mit

10

Explainable AI framework for data scientists. Explain & debug any blackbox machine learning model with a single line of code. We are looking for co-authors to take this project forward. Reach out @ ms...

xai bias blackbox explainx scikit-learn transparency aws-sagemaker explainability explainable-ai explainable-ml interpretability interpretable-ai machine-learning interpretable-machine-learning machine-learning-interpretability explainable-artificial-intelligence

Created 2020-06-16

192 commits to master branch, last one 4 months ago

pyss3 sergioburdisso

44

336

mit

21

A Python package implementing a new interpretable machine learning model for text classification (with visualization tools for Explainable AI :octocat:)

nlp xai data-mining text-mining text-labeling ss3-classifier interpretability interpretable-ml machine-learning text-classification early-classification artificial-intelligence document-categorization document-classification sentence-classification multilabel-classification machine-learning-algorithms natural-language-processing interpretable-machine-learning explainable-artificial-intelligence

Created 2019-11-11

402 commits to master branch, last one about a year ago

awesome-shapley-value AstraZeneca

12

145

apache-2.0

2

Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)

xai lime shap shapley owen-value explainable data-science deep-learning shapley-value explainability explainable-ai explainable-ml shapley-q-value machine-learning shapley-decomposition artificial-intelligence shapley-additive-explanations explainable-artificial-intelligence

Created 2022-04-29

87 commits to master branch, last one 2 years ago

msda ajayarunachalam

31

129

other

9

Library for multi-dimensional, multi-sensor, uni/multivariate time series data analysis, unsupervised feature selection, unsupervised deep anomaly detection, and prototype of explainable AI for anomal...

Created 2021-02-03

52 commits to main branch, last one 3 years ago

TSInterpret fzi-forschungszentrum-informatik

12

126

bsd-3-clause

4

An Open-Source Library for the interpretability of time series classifiers

time-series explainable-ai explainable-ml interpretability interpretable-ml feature-attribution counterfactual-explanations interpretable-machine-learning explainable-artificial-intelligence

Created 2022-08-15

486 commits to main branch, last one 26 days ago

TalkToModel dylan-slack

23

115

mit

5

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

ai ml xai papers explanation explainability explainable-ml dialogue-systems interpretability conversational-ai conversationalxai paper-implementation machine-learning-papers machine-learning-library interpretable-machine-learning explainable-artificial-intelligence

Created 2022-07-07

63 commits to main branch, last one about a year ago

xaience andreysharapov

13

107

unknown

9

All about explainable AI, algorithmic fairness and more

explainable-ai explainable-ml interpretability interpretable-ai interpretable-deep-learning interpretable-machine-learning explainable-artificial-intelligence

Created 2019-05-26

84 commits to master branch, last one about a year ago

Lime-For-Time emanuel-metzenthin

21

95

unknown

6

Application of the LIME algorithm by Marco Tulio Ribeiro, Sameer Singh, Carlos Guestrin to the domain of time series classification

lime python big-data timeseries machine-learning explainable-artificial-intelligence

Created 2017-06-11

44 commits to master branch, last one 3 years ago

treeshap ModelOriented

24

81

gpl-3.0

14

Compute SHAP values for your tree-based models using the TreeSHAP algorithm

iml xai shap shapley-value explainability explainable-ai responsible-ml interpretability machine-learning explanatory-model-analysis interpretable-machine-learning explainable-artificial-intelligence

Created 2020-07-30

232 commits to master branch, last one 11 months ago

awesome-neural-trees zju-vipa

8

79

apache-2.0

3

Introduction, selected papers and possible corresponding codes in our review paper "A Survey of Neural Trees"

awesome-list decision-trees neural-networks interpretability interpretable-machine-learning explainable-artificial-intelligence

Created 2022-08-31

21 commits to main branch, last one 2 years ago

xai-iml-sota rehmanzafar

17

72

unknown

6

Interesting resources related to Explainable Artificial Intelligence, Interpretable Machine Learning, Interactive Machine Learning, Human in Loop and Visual Analytics.

iml xai explainable researchers explaining-ai interpretable explainable-ml interpretability machine-learning human-in-the-loop explainable-models explanation-methods interpretable-models interpretable-learning model-interpretability deep-learning-visualization interactive-machine-learning interpretable-machine-learning human-in-the-loop-machine-learning explainable-artificial-intelligence

Created 2019-06-27

102 commits to master branch, last one 2 years ago

PIPNet M-Nauta

20

63

unknown

2

PIP-Net: Patch-based Intuitive Prototypes Network for Interpretable Image Classification (CVPR 2023)

xai pytorch concepts cvpr2023 prototypes transparency explainable-ai part-prototypes interpretable-ml image-classification prototypical-learning interpretable-deep-learning disentangled-representations interpretable-machine-learning explainable-artificial-intelligence

Created 2023-03-24

15 commits to main branch, last one 10 months ago

auditor ModelOriented

14

58

unknown

20

Model verification, validation, and error analysis

xai residuals classification error-analysis machine-learning model-validation regression-models explainable-artificial-intelligence

Created 2017-11-10

534 commits to master branch, last one about a year ago

xai_thyroid hungntt

8

52

cc0-1.0

2

Classification and Object Detection XAI methods (CAM-based, backpropagation-based, perturbation-based, statistic-based) for thyroid cancer ultrasound images

python thyroid medical-ai explainable-ai explainable-ml computer-vision medical-imaging object-detection medical-image-processing thyroid-ultrasound-image explainable-machine-learning explainable-artificial-intelligence

Created 2022-08-05

26 commits to master branch, last one 11 days ago

dianna dianna-ai

13

50

apache-2.0

6

Deep Insight And Neural Network Analysis

scientific-research explainable-artificial-intelligence

Created 2021-07-06

2,206 commits to main branch, last one 17 days ago

yolo-heatmaps akarasman

13

48

unknown

1

A utility for generating heatmaps of YOLOv8 using Layerwise Relevance Propagation (LRP/CRP).

crp lrp xai yolo python heatmap relevance explanations explainable-ai explainable-ml computer-vision object-detection explainable-models heatmap-visualization explainable-deep-learning explainable-machine-learning explainable-deepneuralnetwork explainable-artificial-intelligence

Created 2022-04-06

14 commits to master branch, last one 10 months ago

awesome-prototype-based-papers xmq1221

1

34

apache-2.0

2

This is a list of awesome prototype-based papers for explainable artificial intelligence.

papers protopnet awesome-list explainable-ai computer-vision interpretability concept-based-models part-prototype-networks self-explainable-networks concept-based-explanations explainable-artificial-intelligence

Created 2022-08-31

14 commits to main branch, last one 2 years ago

ProtoPFormer zju-vipa

11

34

apache-2.0

3

ProtoPFormer: Concentrating on Prototypical Parts in Vision Transformers for Interpretable Image Recognition

pytorch protopnet explainable-ai computer-vision vision-transformer concept-based-models part-prototype-networks concept-based-explanations explainable-artificial-intelligence

Created 2022-08-22

14 commits to main branch, last one 2 years ago

B-cosification shrebox

0

28

unknown

4

Code for the paper: B-cosification: Transforming Deep Neural Networks to be Inherently Interpretable. NeurIPS 2024.

clip neurips-2024 b-cos-networks inherent-interpretability explainable-artificial-intelligence

Created 2024-10-04

9 commits to main branch, last one 7 days ago