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explainable-ai

Here are 7 public repositories matching this topic...

domsearson / gptips-2-0

Symbolic XAI explainable machine learning & non-linear regression platform for MATLAB

machine-learning genetic-algorithm models machine-learning-algorithms genetic-programming predictive-modeling equations non-linear-regression bio-inspired explainable-ai explainable-ml xai hypothesis-generation hypothesis-ml sym-xai

Updated Aug 15, 2022
MATLAB

matlab-deep-learning / Explore-Deep-Network-Explainability-Using-an-App

This repository provides an app for exploring the predictions of an image classification network using several deep learning visualization techniques. Using the app, you can: explore network predictions with occlusion sensitivity, Grad-CAM, and gradient attribution methods, investigate misclassifications using confusion and t-SNE plots, visualiz…

deep-learning matlab transfer-learning pretrained-models interpretable-deep-learning explainable-ai gradcam matlab-deep-learning

Updated Sep 7, 2021
MATLAB

KentaItakura / Explainable-AI-interpreting-the-classification-performed-by-deep-learning-with-LIME-using-MATLAB

This demo shows how to interpret the classification by CNN using LIME (Local Interpretable Model-agnostic Explanations)

computer-vision deep-learning matlab cnn lime explainable-ai super-pixel

Updated Dec 6, 2021
MATLAB

KentaItakura / Classify-crack-image-and-explain-why-using-MATLAB

This repo shows how to classify crack images and discuss the result with grad-cam

machine-learning ai computer-vision deep-learning matlab grad-cam classification fine-tuning explainable-ai

Updated Oct 4, 2021
MATLAB

KurtButler / 2024_attributions_paper

Reproducible code for our paper "Explainable Learning with Gaussian Processes"

gaussian-processes explainable-ai integrated-gradients feature-attribution sparse-approximations

Updated Mar 23, 2024
MATLAB

KurtButler / joint_causation

Reproducible code for our paper "Measuring Strength of Joint Causal Effects", IEEE TSP 2024.

interaction causality gaussian-processes causal-inference explainable-ai

Updated May 3, 2024
MATLAB

ogemarques / xai-matlab

Example of how to use MATLAB to produce post-hoc explanations (using Grad-CAM and image LIME) for a medical image classification task.

Updated Jul 28, 2021
MATLAB

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