75 results found Sort:

jacobgil
pytorch-grad-cam jacobgil
1.5k
9.6k
mit
43
Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.
xai pytorch grad-cam score-cam deep-learning explainable-ai explainable-ml visualizations computer-vision interpretability interpretable-ai machine-learning object-detection vision-transformers image-classification class-activation-maps interpretable-deep-learning
Created 2017-05-31
221 commits to master branch, last one 3 days ago
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 23 hours ago
jphall663
awesome-machine-learning-interpretability jphall663
578
3.5k
cc0-1.0
131
A curated list of awesome responsible machine learning resources.
r xai python awesome fairness ai-safety secure-ml reliable-ai awesome-list data-science transparency explainable-ml interpretability interpretable-ai interpretable-ml machine-learning interpretable-machine-learning privacy-enhancing-technologies machine-learning-interpretability privacy-preserving-machine-learning
Created 2018-06-21
1,043 commits to master branch, last one a day ago
SeldonIO
alibi SeldonIO
249
2.3k
other
52
Algorithms for explaining machine learning models
xai explanations counterfactual interpretability machine-learning
Created 2019-02-26
663 commits to master branch, last one 11 days ago
oegedijk
explainerdashboard oegedijk
322
2.2k
mit
22
Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.
xai dash shap plotly dashboard explainer shap-values xai-library inner-workings data-scientists interactive-plots model-predictions interactive-dashboards permutation-importances
Created 2019-10-30
1,372 commits to master branch, last one 2 months ago
Trusted-AI
AIX360 Trusted-AI
307
1.5k
apache-2.0
56
Interpretability and explainability of data and machine learning models
xai codait trusted-ai trusted-ml explainabil ibm-research deep-learning explainable-ai explainable-ml ibm-research-ai machine-learning artificial-intelligence
Created 2019-07-11
582 commits to master branch, last one 2 months 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
wangyongjie-ntu
Awesome-explainable-AI wangyongjie-ntu
178
1.3k
mit
35
A collection of research materials on explainable AI/ML
xai xml recourse explainable-ai interpretability interpretable-ai explanation-system counterfactual-explanations
Created 2020-02-16
433 commits to master branch, last one about a month ago
interpretml
DiCE interpretml
181
1.3k
mit
18
Generate Diverse Counterfactual Explanations for any machine learning model.
xai deep-learning explainable-ai explainable-ml machine-learning counterfactual-explanations interpretable-machine-learning
Created 2019-05-02
779 commits to main branch, last one about a month ago
EthicalML
xai EthicalML
160
1.1k
mit
44
XAI - An eXplainability toolbox for machine learning
ai ml xai bias imbalance evaluation upsampling xai-library downsampling explainability explainable-ai explainable-ml bias-evaluation interpretability machine-learning feature-importance artificial-intelligence machine-learning-explainability
Created 2019-01-11
91 commits to master branch, last one 2 years ago
lopusz
awesome-interpretable-machine-learning lopusz
141
903
unknown
55
This repository has no description...
xai data-science explainable-ai interpretable-ai interpretable-ml machine-learning interpretable-machine-learning
Created 2017-12-27
86 commits to master branch, last one 3 years ago
pbiecek
xai_resources pbiecek
137
792
unknown
58
Interesting resources related to XAI (Explainable Artificial Intelligence)
xai interpretability interpretable-machine-learning
Created 2018-10-17
195 commits to master branch, last one 2 years 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
deel-ai
xplique deel-ai
49
590
other
10
👋 Xplique is a Neural Networks Explainability Toolbox
xai explainable-ai explainable-ml interpretability
Created 2020-04-05
471 commits to master branch, last one 5 months ago
flyingdoog
awesome-graph-explainability-papers flyingdoog
63
581
unknown
26
Papers about explainability of GNNs
xai graph-mining deep-learning explainability explainable-ai machine-learning graph-neural-networks
Created 2021-11-01
258 commits to main branch, last one 2 days ago
understandable-machine-intelligence-lab
Quantus understandable-machine-intelligence-lab
70
507
other
7
Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations
xai pytorch tensorflow deep-learning explainable-ai reproducibility interpretability machine-learning quantification-evaluation-methods
Created 2021-03-18
1,771 commits to main branch, last one 26 days ago
explainX
explainx explainX
54
394
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
191 commits to master branch, last one 4 months ago
sergioburdisso
pyss3 sergioburdisso
44
331
mit
20
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 9 months 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
keisen
tf-keras-vis keisen
45
310
mit
8
Neural network visualization toolkit for tf.keras
xai keras python gradcam grad-cam saliency keras-vis score-cam tensorflow xai-library deep-learning saliency-maps visualization explainability explainable-ai explainable-ml gradcam-plus-plus keras-visualization activation-maximization
Created 2019-10-31
395 commits to master branch, last one 2 months ago
datamllab
awesome-fairness-in-ai datamllab
61
306
mit
10
A curated list of awesome Fairness in AI resources
ai xai bias fairness gender-bias deep-learning interpretability machine-learning
Created 2019-10-15
38 commits to master branch, last one 3 years 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
liznerski
fcdd liznerski
59
217
mit
10
Repository for the Explainable Deep One-Class Classification paper
xai python pytorch mvtec-ad explanations deep-learning machine-learning anomaly-detection one-class-learning deep-anomaly-detection explainable-deepneuralnetwork
Created 2020-07-05
40 commits to master branch, last one 9 months ago
dmlc
GNNLens2 dmlc
27
216
apache-2.0
10
Visualization tool for Graph Neural Networks
dgl xai pytorch deep-learning visualization explainability graph-visualization graph-neural-networks graph-representation-learning
Created 2021-08-30
36 commits to main branch, last one about a year ago
squaredev-io
whitebox squaredev-io
5
182
mit
6
[Not Actively Maintained] Whitebox is an open source E2E ML monitoring platform with edge capabilities that plays nicely with kubernetes
k8s xai mlops mlflow python recall accuracy f1-score modelops kubernetes monitoring ml-monitoring observability accuracy-score explainability explainable-ai accuracy-metrics confusion-matrix machine-learning model-monitoring
Created 2022-09-09
151 commits to main branch, last one 10 months ago
chr5tphr
zennit chr5tphr
32
178
other
14
Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks using attribution methods like LRP.
lrp xai python pytorch attribution deep-learning explainability explainable-ai interpretability interpretable-ai interpretable-ml machine-learning feature-attribution
Created 2020-11-10
232 commits to master branch, last one about a month ago
pbiecek
ema pbiecek
38
175
unknown
17
Explanatory Model Analysis. Explore, Explain and Examine Predictive Models
xai examine explain explore machine-learning predictive-models model-visualization explanatory-model-analysis
Created 2018-09-05
463 commits to master branch, last one about a year ago
Graph-COM
GSAT Graph-COM
17
141
mit
3
[ICML 2022] Graph Stochastic Attention (GSAT) for interpretable and generalizable graph learning.
xai pytorch deep-learning interpretability graph-neural-networks interpretable-machine-learning
Created 2022-01-29
47 commits to main branch, last one 3 months ago
csinva
imodelsX csinva
21
136
mit
6
Scikit-learn friendly library to interpret, and prompt-engineer text datasets using large language models.
ai ml xai text pytorch huggingface scikit-learn deep-learning explainability language-model neural-network interpretability machine-learning transformer-models text-classification natural-language-processing natural-language-understanding
Created 2022-10-04
337 commits to master branch, last one 4 days ago
AstraZeneca
awesome-shapley-value AstraZeneca
10
134
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 about a year ago