45 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 21 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
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
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
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
SelfExplainML
PiML-Toolbox SelfExplainML
109
895
apache-2.0
23
PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
low-code ml-workflow model-diagnostics interpretable-machine-learning
Created 2022-04-29
410 commits to main branch, last one 15 days ago
dswah
pyGAM dswah
155
846
apache-2.0
28
[HELP REQUESTED] Generalized Additive Models in Python
gams python data-science machine-learning scientific-computing interpretable-machine-learning
Created 2017-01-19
714 commits to master branch, last one 3 months ago
salesforce
OmniXAI salesforce
86
819
bsd-3-clause
16
OmniXAI: A Library for eXplainable AI
explanation explainable-ai explainable-ml machine-learning interpretable-machine-learning
Created 2022-02-17
694 commits to main branch, last one about a month 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
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
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
salesforce
ETSformer salesforce
40
242
bsd-3-clause
9
PyTorch code for ETSformer: Exponential Smoothing Transformers for Time-series Forecasting
pytorch forecasting time-series transformers deep-learning exponential-smoothing time-series-forecasting time-series-decomposition interpretable-machine-learning
Created 2022-02-15
15 commits to main branch, last one about a year ago
yewsiang
ConceptBottleneck yewsiang
26
159
mit
5
Concept Bottleneck Models, ICML 2020
concepts cub-dataset computer-vision interpretability concept-bottleneck-models osteoarthritis-initiative interpretable-machine-learning
Created 2020-03-10
32 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
pietrobarbiero
pytorch_explain pietrobarbiero
12
126
apache-2.0
12
PyTorch Explain: Interpretable Deep Learning in Python.
lens logic sympy python entropy pytorch deep-learning explainability explainable-ai neural-network interpretability interpretable-ai machine-learning interpretable-deep-learning interpretable-machine-learning
Created 2021-04-10
139 commits to master branch, last one about a year ago
bgreenwell
fastshap bgreenwell
18
112
unknown
4
Fast approximate Shapley values in R
xai shapley explainable-ai explainable-ml shapley-values variable-importance interpretable-machine-learning
Created 2019-07-17
105 commits to master branch, last one 3 months ago
andreysharapov
xaience andreysharapov
12
106
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 8 months ago
dylan-slack
TalkToModel dylan-slack
20
104
mit
4
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 10 months ago
fzi-forschungszentrum-informatik
TSInterpret fzi-forschungszentrum-informatik
8
104
bsd-3-clause
3
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
449 commits to main branch, last one about a month ago
rachtibat
zennit-crp rachtibat
12
100
other
7
An eXplainable AI toolkit with Concept Relevance Propagation and Relevance Maximization
crp lrp zennit attribution deep-learning explainable-ai relevance-maximization activation-maximization interpretable-machine-learning
Created 2022-06-07
122 commits to master branch, last one about a month 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
ml-for-high-risk-apps-book
Machine-Learning-for-High-Risk-Applications-Book ml-for-high-risk-apps-book
22
90
mit
6
Official code repo for the O'Reilly Book - Machine Learning for High-Risk Applications
oreilly security deep-learning oreilly-books explainable-ai responsible-ai trustworthy-ai machine-learning interpretable-machine-learning
Created 2022-10-07
333 commits to main branch, last one about a year ago
ModelOriented
survex ModelOriented
10
89
gpl-3.0
7
Explainable Machine Learning in Survival Analysis
r xai shap cox-model r-package brier-scores biostatistics censored-data time-to-event cox-regression explainable-ai explainable-ml interpretable-ml machine-learning survival-analysis variable-importance explanatory-model-analysis explainable-machine-learning interpretable-machine-learning probabilistic-machine-learning
Created 2022-08-31
479 commits to main branch, last one about a month ago
VincentGranville
Machine-Learning VincentGranville
28
88
unknown
8
Material related to my book Intuitive Machine Learning. Some of this material is also featured in my new book Synthetic Data and Generative AI.
explainable-ai interpretable-ai machine-learning interpretable-machine-learning
Created 2022-01-08
216 commits to main branch, last one 5 months ago
charmlab
mace charmlab
12
85
unknown
4
Model Agnostic Counterfactual Explanations
xai explainable-ai explainable-ml machine-learning counterfactual-explanations interpretable-machine-learning
Created 2019-06-20
111 commits to master branch, last one 3 years ago
M-Nauta
ProtoTree M-Nauta
17
85
mit
1
ProtoTrees: Neural Prototype Trees for Interpretable Fine-grained Image Recognition, published at CVPR2021
pytorch cvpr2021 decision-trees explainability explainable-ai explainable-ml computer-vision interpretability deep-neural-networks fine-grained-classification interpretable-deep-learning interpretable-machine-learning fine-grained-visual-categorization
Created 2020-12-02
12 commits to main branch, last one about a year ago
inouye-lab
ShapleyExplanationNetworks inouye-lab
16
82
mit
4
Implementation of the paper "Shapley Explanation Networks"
iclr2021 deep-learning explainable-ai machine-learning interpretable-deep-learning interpretable-machine-learning
Created 2021-01-15
7 commits to main branch, last one 3 years ago