interpretability

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Here are 271 public repositories matching this topic...

tsurubee / shappack

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Interpretable machine learning based on Shapley values

interpretability xai shapley interpretable-machine-learning shap explainability shapley-value

Updated Jul 20, 2021
Python

sakshikakde / interpretability_of_lstm

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A repository to study the interpretability of time series networks(LSTM)

deep-learning pytorch lstm deep-learning-tutorial kth lstm-neural-networks video-classification interpretability lstm-neural-network interpretability-methods

Updated Jan 6, 2022
Python

Deep Classiflie is a framework for developing ML models that bolster fact-checking efficiency. As a POC, the initial alpha release of Deep Classiflie generates/analyzes a model that continuously classifies a single individual's statements (Donald Trump) using a single ground truth labeling source (The Washington Post). For statements the model d…

Updated Aug 22, 2023
Python

bhigy / discrete-repr

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Accompanying code for the paper "Discrete representations in neural models of spoken language" (https://aclanthology.org/2021.blackboxnlp-1.11)

deep-learning pytorch unsupervised-learning speech-processing interpretability discrete-representations

Updated Feb 17, 2022
Python

sentspace / sentspace

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a module to obtain diverse real-world-grounded features for sentences for large-scale benchmarking

cognitive-science natural psycholinguistics interpretability interpretable-deep-learning neuroscie

Updated Aug 10, 2023
Python

innoisys / ArachNet

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Official Implementation of ARACHNET: INTERPRETABLE SUB-ARACHNOID SPACE SEGMENTATION USING AN ADDITIVE CONVOLUTIONAL NEURAL NETWORK

computer-vision convolutional-neural-networks additive-models interpretability interpretable-deep-learning mri-segmentation

Updated May 27, 2024
Python

SalvatoreRa / CNNscan

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A CT-scan of your CNN

machine-learning ai computer-vision cnn pytorch artificial-intelligence filters convolutional-neural-networks pretrained-models convolutional-neural-network interpretability feature-map gradcam interpretable-machine-learning gradcam-visualization

Updated Mar 27, 2023
Python

Zarharan / NLP-Transformers-Interpretability

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The purpose of this repository is to demonstrate how to use NLP explanation/interpretability tools.

nlp machine-learning natural-language-processing deep-learning transformers explanation interpretability stance-detection

Updated Jul 7, 2022
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oublalkhalid / TAB-VAE

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Temporal Attention Bottleneck for VAE is informative? (ICML 2023)

pytorch generative-model interpretability disentangled-representations

Updated Jun 20, 2023
Python

JoranMichiels / decomposition-shap

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Explain model and feature dependencies by decomposition of SHAP values

machine-learning interpretability explainability shapley-value

Updated May 28, 2024
Python

ashok-arjun / CNN-Explainer

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Techniques for interpreting ConvNets

deep-learning convolutional-neural-networks interpretability convnets

Updated Dec 21, 2020
Python

rebelosa / random-subgroups

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A machine learning python package for learning ensembles of subgroups for predictive tasks.

python random-forest scikit-learn python3 subgroups python-package interpretability interpretable-machine-learning subgroup-discovery pysubgroup

Updated Feb 14, 2021
Python

anondo1969 / lrp-grad_cam-chexpert

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Repository for the 'best student paper award' winning paper at the IEEE 35th International Symposium on Computer Based Medical Systems (CBMS 2022), Exploring LRP and Grad-CAM visualization to interpret multi-label-multi-class pathology prediction using chest radiography, Mahbub Ul Alam, Jón Rúnar Baldvinsson and Yuxia Wang. https://doi.org/10.11…

visualization deep-learning grad-cam interpretability decision-support-system lrp chest-x-ray

Updated Nov 22, 2022
Python

mvisani / stellargraph

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StellarGraph - Machine Learning on Graphs

python data-science machine-learning deep-learning network graphs machine-learning-algorithms graph-data graph-analysis graph-machine-learning link-prediction graph-convolutional-networks gcn saliency-map interpretability geometric-deep-learning graph-neural-networks stellargraph-library stellargraph

Updated Aug 16, 2023
Python

deeplsd / Syncnet_Analysis

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This code is part of the paper: "A Deep Dive Into Neural Synchrony Evaluation for Audio-visual Translation" published at ACM ICMI 2022.

interpretability synchrony adversarial-attacks multimodal-deep-learning audio-visual

Updated Apr 29, 2023
Python

otroshi / maximal-linkability

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Maximal Linkability metric to evaluate the linkability of (protected) biometric templates. Paper: "Measuring Linkability of Protected Biometric Templates using Maximal Leakage", IEEE-TIFS, 2023.