15 results found Sort:

interpretml
interpret interpretml
735
6.3k
mit
146
Fit interpretable models. Explain blackbox machine learning.
ai iml xai bias blackbox interpretml scikit-learn transparency explainability explainable-ai explainable-ml interpretability interpretable-ai interpretable-ml machine-learning gradient-boosting differential-privacy artificial-intelligence interpretable-machine-learning
Created 2019-05-03
3,509 commits to develop branch, last one 21 hours ago
ModelOriented
DALEX ModelOriented
166
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
jphall663
interpretable_machine_learning_with_python jphall663
207
673
unknown
42
Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.
h2o iml xai lime fatml python fairness data-mining data-science transparency decision-tree interpretable accountability interpretability interpretable-ai interpretable-ml machine-learning gradient-boosting-machine interpretable-machine-learning machine-learning-interpretability
Created 2018-03-14
169 commits to master branch, last one about a year ago
ModelOriented
modelStudio ModelOriented
32
327
gpl-3.0
21
📍 Interactive Studio for Explanatory Model Analysis
r ai iml xai human model machine learning explainable interactive interactivity interpretable visualization explainable-ai interpretability model-visualization explanatory-model-analysis explainable-machine-learning interpretable-machine-learning
Created 2019-07-10
361 commits to master branch, last one about a year ago
hbaniecki
adversarial-explainable-ai hbaniecki
44
300
cc-by-sa-4.0
15
💡 Adversarial attacks on explanations and how to defend them
iml xai deep model attacks defense security evaluation robustness adversarial interpretable counterfactual explainability explainable-ai responsible-ai interpretability adversarial-attacks adversarial-examples adversarial-machine-learning interpretable-machine-learning
Created 2020-07-30
124 commits to master branch, last one 3 days ago
12wang3
rrl 12wang3
33
107
mit
4
The code of NeurIPS 2021 paper "Scalable Rule-Based Representation Learning for Interpretable Classification" and TPAMI paper "Learning Interpretable Rules for Scalable Data Representation and Classif...
iml xai nips neurips scalability explainability explainable-ai explainable-ml interpretability interpretable-ai interpretable-ml rule-based-model neuro-symbolic-ai representation-learning interpretable-classification interpretable-machine-learning
Created 2021-09-30
10 commits to main branch, last one 8 months ago
pbiecek
breakDown pbiecek
16
103
unknown
11
Model Agnostics breakDown plots
iml xai data-science interpretability machine-learning visual-explanations
Created 2017-11-18
102 commits to master branch, last one 8 months ago
nredell
ShapML.jl nredell
7
88
mit
4
A Julia package for interpretable machine learning with stochastic Shapley values
iml shap julia shapley shapley-value feature-importance stochastic-shapley-values interpretable-machine-learning
Created 2020-01-23
118 commits to master branch, last one 2 years ago
ModelOriented
iBreakDown ModelOriented
15
82
gpl-3.0
10
Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)
iml xai shapley breakdown interpretability
Created 2018-10-17
246 commits to master branch, last one about a year ago
ModelOriented
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 10 months ago
scu-zjz
IMDLBenCo scu-zjz
12
78
cc-by-4.0
3
[NeurIPS'24 Spotlight] A comprehensive benchmark & codebase for Image manipulation detection/localization.
imd iml imdl benco benchmark imdl-benco image-manipulation-detection
Created 2024-06-10
94 commits to main branch, last one 5 days ago
rehmanzafar
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
automl
DeepCAVE automl
11
72
apache-2.0
7
An interactive framework to visualize and analyze your AutoML process in real-time.
iml automl analysis real-time interactive sampling-bias visualization hyperparameters hyperparameter-importance
Created 2021-05-04
949 commits to main branch, last one 3 months ago
dddb11
MVSS-Net dddb11
9
68
unknown
4
Unofficial implementation of MVSS-Net (ICCV 2021) with Pytorch including training code.
iml pytorch mvss-net unofficial
Created 2023-01-11
30 commits to main branch, last one about a year ago
givasile
effector givasile
1
54
gpl-3.0
2
Effector - a Python package for global and regional effect methods
iml xai explainability
Created 2022-03-31
345 commits to main branch, last one 6 months ago