14 results found Sort:

interpretml
interpret interpretml
717
6.1k
mit
143
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
3,158 commits to develop branch, last one 22 hours ago
ModelOriented
DALEX ModelOriented
166
1.3k
gpl-3.0
48
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
677 commits to master branch, last one 9 days ago
jphall663
interpretable_machine_learning_with_python jphall663
207
663
unknown
43
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
321
gpl-3.0
20
📍 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 9 months ago
hbaniecki
adversarial-explainable-ai hbaniecki
42
281
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
121 commits to master branch, last one 2 months ago
pbiecek
breakDown pbiecek
17
102
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 2 months ago
12wang3
rrl 12wang3
23
91
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 2 months ago
nredell
ShapML.jl nredell
7
81
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
79
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 6 months ago
ModelOriented
treeshap ModelOriented
22
76
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 4 months ago
rehmanzafar
xai-iml-sota rehmanzafar
17
66
unknown
5
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 about a year ago
automl
DeepCAVE automl
8
63
apache-2.0
6
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
635 commits to main branch, last one 23 days ago
dddb11
MVSS-Net dddb11
9
56
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 8 months ago
givasile
effector givasile
1
40
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 18 days ago