Search Results - RepositoryStats

captum pytorch

503

5.0k

bsd-3-clause

280

Model interpretability and understanding for PyTorch

interpretability interpretable-ai interpretable-ml feature-importance feature-attribution

Created 2019-08-27

1,214 commits to master branch, last one 9 days ago

zennit chr5tphr

32

205

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 8 months ago

thermostat DFKI-NLP

8

145

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

TSInterpret fzi-forschungszentrum-informatik

12

126

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 26 days ago

ExplainableAI.jl Julia-XAI

2

108

mit

4

Explainable AI in Julia.

lrp xai julia explainable-ai interpretability interpretable-ai attribution-methods feature-attribution

Created 2021-02-09

234 commits to master branch, last one 18 days ago

caltech_birds ecm200

8

43

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 3 years ago