47 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
jphall663
awesome-machine-learning-interpretability jphall663
589
3.7k
cc0-1.0
133
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
1,165 commits to master branch, last one 20 days 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
interpretml
DiCE interpretml
190
1.4k
mit
19
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
783 commits to main branch, last one 10 days ago
SelfExplainML
PiML-Toolbox SelfExplainML
124
1.2k
apache-2.0
24
PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
low-code ml-workflow model-diagnostics interpretable-machine-learning
Created 2022-04-29
435 commits to main branch, last one about a month ago
lopusz
awesome-interpretable-machine-learning lopusz
139
907
unknown
52
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 4 years ago
salesforce
OmniXAI salesforce
95
881
bsd-3-clause
17
OmniXAI: A Library for eXplainable AI
explanation explainable-ai explainable-ml machine-learning interpretable-machine-learning
Created 2022-02-17
697 commits to main branch, last one 4 months ago
dswah
pyGAM dswah
161
877
apache-2.0
27
[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 9 months ago
pbiecek
xai_resources pbiecek
138
820
unknown
57
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
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
explainX
explainx explainX
54
419
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
192 commits to master branch, last one 3 months ago
sergioburdisso
pyss3 sergioburdisso
44
336
mit
21
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 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
salesforce
ETSformer salesforce
41
267
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 2 years ago
yewsiang
ConceptBottleneck yewsiang
32
181
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
21
162
mit
5
[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 9 months ago
pietrobarbiero
pytorch_explain pietrobarbiero
12
147
apache-2.0
13
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
fzi-forschungszentrum-informatik
TSInterpret fzi-forschungszentrum-informatik
11
124
bsd-3-clause
4
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
486 commits to main branch, last one 8 days ago
rachtibat
zennit-crp rachtibat
15
120
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
124 commits to master branch, last one 5 months ago
bgreenwell
fastshap bgreenwell
18
116
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 9 months ago
dylan-slack
TalkToModel dylan-slack
23
113
mit
5
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 about a year 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
andreysharapov
xaience andreysharapov
13
107
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 about a year ago
ModelOriented
survex ModelOriented
10
103
gpl-3.0
8
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
480 commits to main branch, last one 5 months ago
VincentGranville
Machine-Learning VincentGranville
32
100
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 11 months ago
ml-for-high-risk-apps-book
Machine-Learning-for-High-Risk-Applications-Book ml-for-high-risk-apps-book
23
97
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
JHoelli
Awesome-Time-Series-Explainability JHoelli
15
92
mit
4
A list of (post-hoc) XAI for time series
time-series awesome-list awesome-lists explainability explainable-ai explainable-ml interpretability interpretable-machine-learning explainable-time-series-prediction explainable-time-series-classification
Created 2023-11-27
100 commits to main branch, last one 3 months ago
M-Nauta
ProtoTree M-Nauta
19
90
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 2 years ago
pillowsofwind
Knowledge-Conflicts-Survey pillowsofwind
2
89
unknown
2
[EMNLP 2024] The official GitHub repo for the survey paper "Knowledge Conflicts for LLMs: A Survey"
llm chatgpt knowledge explainable-ai retrieval-systems large-language-model knowledge-representation natural-language-processing interpretable-machine-learning retrieval-augmented-generation
Created 2024-06-20
25 commits to main branch, last one 2 months ago