24 results found Sort:

jacobgil
pytorch-grad-cam jacobgil
1.6k
10.6k
mit
45
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
244 commits to master branch, last one about a month ago
interpretml
interpret interpretml
731
6.3k
mit
145
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
3,497 commits to develop branch, last one a day ago
pytorch
captum pytorch
499
4.9k
bsd-3-clause
271
Model interpretability and understanding for PyTorch
interpretability interpretable-ai interpretable-ml feature-importance feature-attribution
Created 2019-08-27
1,209 commits to master branch, last one 5 days ago
jphall663
awesome-machine-learning-interpretability jphall663
589
3.7k
cc0-1.0
132
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 7 days ago
wangyongjie-ntu
Awesome-explainable-AI wangyongjie-ntu
197
1.4k
mit
42
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
438 commits to master branch, last one 23 days ago
lopusz
awesome-interpretable-machine-learning lopusz
139
906
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
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
418
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
chr5tphr
zennit chr5tphr
32
202
other
15
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 7 months ago
pietrobarbiero
pytorch_explain pietrobarbiero
12
145
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
ajayarunachalam
Deep_XF ajayarunachalam
23
113
unknown
5
Package towards building Explainable Forecasting and Nowcasting Models with State-of-the-art Deep Neural Networks and Dynamic Factor Model on Time Series data sets with single line of code. Also, pro...
python auto-ml sensors ecg-signal timeseries forecasting time-series multivariate deep-learning explainable-ml auto-timeseries interpretable-ai machine-learning nowcasting-models forecasting-models deep-neural-networks time-series-analysis siamese-neural-network
Created 2021-10-26
22 commits to main branch, last one about a year ago
Julia-XAI
ExplainableAI.jl Julia-XAI
2
109
mit
4
Explainable AI in Julia.
lrp xai julia explainable-ai interpretability interpretable-ai attribution-methods feature-attribution
Created 2021-02-09
232 commits to master branch, last one 2 days 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
12wang3
rrl 12wang3
29
100
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
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
fat-forensics
fat-forensics fat-forensics
16
75
bsd-3-clause
6
Modular Python Toolbox for Fairness, Accountability and Transparency Forensics
fairness transparency accountability explainability explainable-ai interpretability interpretable-ai machine-learning
Created 2018-08-30
45 commits to master branch, last one about a year ago
AthenaCore
AwesomeResponsibleAI AthenaCore
10
55
mit
4
A curated list of awesome academic research, books, code of ethics, data sets, institutes, newsletters, principles, podcasts, reports, tools, regulations and standards related to Responsible, Trustwor...
ai xai ai-safety ethical-ai fairness-ai ai-alignment ai-standards awesome-list ai-governance ai-regulation explainable-ai responsible-ai trustworthy-ai interpretable-ai
Created 2021-09-05
270 commits to main branch, last one 3 days ago
adaamko
POTATO adaamko
8
47
mit
4
XAI based human-in-the-loop framework for automatic rule-learning.
nlp classification explainability explainable-ai explainable-ml interpretable-ai nlp-machine-learning information-extraction interpretable-machine-learning
Created 2021-03-17
317 commits to main branch, last one about a year ago
linkedin
TE2Rules linkedin
5
44
other
8
Python library to explain Tree Ensemble models (TE) like XGBoost, using a rule list.
xgboost random-forest rule-learning explainability explainable-ai tree-ensembles interpretability interpretable-ai machine-learning
Created 2022-10-31
129 commits to main branch, last one 7 months ago
MarcoParola
pytorch-sidu MarcoParola
0
42
gpl-3.0
2
SIDU: SImilarity Difference and Uniqueness method for explainable AI
xai pytorch saliency-map deep-learning explainable-ai computer-vision interpretable-ai
Created 2024-03-21
58 commits to main branch, last one 6 months ago
naotoo1
Beyond-Neural-Scaling naotoo1
3
32
mit
1
Implementation of Beyond Neural Scaling beating power laws for deep models and prototype-based models
lvq python computer-vision interpretable-ai machine-learning deep-neural-networks prototype-based-models
Created 2022-12-29
93 commits to main branch, last one 3 months ago
willbakst
pytorch-lattice willbakst
0
28
mit
4
A PyTorch implementation of constrained optimization and modeling techniques
explainable-ai explainable-ml interpretable-ai interpretable-ml shape-constraints constrained-optimization
Created 2023-11-08
76 commits to main branch, last one 6 months ago
harryjdavies
HeartGPT harryjdavies
2
26
mit
6
Interpretable Pre-Trained Transformers for Heart Time-Series Data
ai ecg ppg ehealth pytorch biosignals transformers deep-learning generative-ai interpretable-ai
Created 2024-08-08
66 commits to main branch, last one 2 months ago
guidelabs
infembed guidelabs
1
25
bsd-3-clause
4
Find the samples, in the test data, on which your (generative) model makes mistakes.
ml llm ml-ops auditing error-detection slice-discovery interpretable-ai generative-models classification-model
Created 2024-01-21
75 commits to main branch, last one 9 months ago