9 results found Sort:

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
328
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
45
302
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 21 days ago
ReproModel
repromodel ReproModel
24
150
other
22
Boosting the AI research efficiency
ai dl ml llm toolbox pipeline experiment statistics explainable deep-learning interpretable research-tool models-library comparison-tool computer-vision reproducibility machine-learning reproducible-research artificial-intelligence
Created 2024-05-02
875 commits to dev branch, last one 2 months ago
cair
pyTsetlinMachine cair
27
131
mit
12
Implements the Tsetlin Machine, Convolutional Tsetlin Machine, Regression Tsetlin Machine, Weighted Tsetlin Machine, and Embedding Tsetlin Machine, with support for continuous features, multigranulari...
embedding regression rule-based convolution interpretable classification bandit-learning tsetlin-machine machine-learning propositional-logic frequent-pattern-mining
Created 2019-06-11
539 commits to master branch, last one 9 months ago
hans66hsu
nn_interpretability hans66hsu
19
112
mit
3
Pytorch implementation of various neural network interpretability methods
lrp gradcam pytorch deeplift deconvnet deepdream smoothgrad saliency-map interpretable cnn-visualization nn-interpretability integrated-gradients taylor-decomposition occlusion-sensitivity gradient-visualization guided-backpropagation activation-maximization interpretability-methods interpretable-deep-learning uncertainty-interpretability
Created 2020-10-12
17 commits to main branch, last one 2 years ago
pauljblazek
deepdistilling pauljblazek
7
82
other
4
Mechanistically interpretable neurosymbolic AI (Nature Comput Sci 2024): losslessly compressing NNs to computer code and discovering new algorithms which generalize out-of-distribution and outperform ...
distilling interpretable neurosymbolic explainable-ai domain-adaptation program-synthesis model-distillation knowledge-distillation inductive-logic-programming mechanistic-interpretability out-of-distribution-generalization
Created 2024-01-13
5 commits to main branch, last one 10 months ago
MI2DataLab
survshap MI2DataLab
15
82
mit
6
SurvSHAP(t): Time-dependent explanations of machine learning survival models
cph xai shap model machine censored learning survival cox-model explainable brier-scores biostatistics interpretable time-to-event cox-regression explainable-ai machinelearning survival-analysis variable-importance probabilistic-machine-learning
Created 2022-08-03
92 commits to main branch, last one 11 months 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