6 results found Sort:

pytorch
captum pytorch
474
4.7k
bsd-3-clause
250
Model interpretability and understanding for PyTorch
interpretability interpretable-ai interpretable-ml feature-importance feature-attribution
Created 2019-08-27
1,101 commits to master branch, last one 3 days ago
chr5tphr
zennit chr5tphr
32
181
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 2 months ago
DFKI-NLP
thermostat DFKI-NLP
8
142
apache-2.0
5
Collection of NLP model explanations and accompanying analysis tools
captum datasets heatmaps transformers saliency-maps explainability explainable-nlp interpretability feature-attribution natural-language-processing
Created 2020-12-10
126 commits to main branch, last one about a year ago
fzi-forschungszentrum-informatik
TSInterpret fzi-forschungszentrum-informatik
8
106
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 2 months ago
Julia-XAI
ExplainableAI.jl Julia-XAI
2
102
mit
4
Explainable AI in Julia.
lrp xai julia explainable-ai interpretability interpretable-ai attribution-methods feature-attribution
Created 2021-02-09
217 commits to master branch, last one 4 days ago
ecm200
caltech_birds ecm200
7
41
unknown
2
A set of notebooks as a guide to the process of fine-grained image classification of birds species, using PyTorch based deep neural networks.
cnn pytorch cub-200-2011 caltech-birds deep-learning machine-learning pytorch-tutorial manifold-learning feature-attribution classification-model deep-neural-networks image-classification activation-maximization
Created 2020-06-20
202 commits to master branch, last one 2 years ago