explainable-deepneuralnetwork

Here are 20 public repositories matching this topic...

liznerski / fcdd

Repository for the Explainable Deep One-Class Classification paper

python machine-learning deep-learning pytorch anomaly-detection one-class-learning explanations xai deep-anomaly-detection explainable-deepneuralnetwork mvtec-ad

Updated Aug 30, 2023
Python

akarasman / yolo-heatmaps

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A utility for generating heatmaps of YOLOv8 using Layerwise Relevance Propagation (LRP/CRP).

python computer-vision heatmap yolo object-detection relevance crp explainable-artificial-intelligence explanations explainable-ai explainable-ml xai lrp explainable-deepneuralnetwork explainable-models heatmap-visualization explainable-machine-learning explainable-deep-learning

Updated Feb 13, 2024
Jupyter Notebook

marvinbuss / ExplainableML-Vision

Sponsor

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This repository introduces different Explainable AI approaches and demonstrates how they can be implemented with PyTorch and torchvision. Used approaches are Class Activation Mappings, LIMA and SHapley Additive exPlanations.

data-science machine-learning notebook pytorch transfer-learning cam lime class-activation-maps explainable-ai explainable-ml shap explainable-deepneuralnetwork hymenoptera-dataset

Updated Jul 1, 2022
Jupyter Notebook

yuvalailer / nnplot

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📺 A Python library for pruning and visualizing Keras Neural Networks' structure and weights

visualization neural-network neural-networks pruning keras-neural-networks keras-visualization visualization-tools explainable-artificial-intelligence neural-network-python explainable-ai explainable-ml xai neural-network-architectures weights-visualization explainable xai-library explainable-deepneuralnetwork

Updated Dec 24, 2019
Python

EBAnO-Ecosystem / Text-EBAnO-Express

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T-EBAnO: Explaining deep learning black-box models for Natural Language Processing.

nlp natural-language-processing deep-learning bert explainable-artificial-intelligence explainable-ai explainable-deepneuralnetwork

Updated Jan 23, 2023
Jupyter Notebook

mahdihosseini / GenProb

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In Search of Probeable Generalization Measures [ICMLA2021]

deep-learning convolutional-neural-networks explainable-deepneuralnetwork generalization-of-deep-cnn

Updated Jan 4, 2022
Jupyter Notebook

EloiZ / awesome_explainable_driving

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A curated list of papers on explainability and interpretability of self-driving models

motion-planning self-driving-car autonomous-driving autonomous-vehicles self-driving interpretability explainable-ai explainable-ml interpretable-machine-learning explainable explainable-deepneuralnetwork self-driving-vehicle explainable-dnn-architecture interpretable-neural-networks

Updated Jan 27, 2021

releaunifreiburg / INN

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Explainable deep networks that are not only as accurate as their black-box deep-learning counterparts but also as interpretable as state-of-the-art explanation techniques.

benchmark machine-learning deep-learning hypernetworks interpretable-deep-learning interpretable-ai explainable-ai explainable-ml xai interpretable-machine-learning explainability explainable-deepneuralnetwork interpretable-neural-networks explainable-deep-learning interpretable-benchmark

Updated Dec 21, 2023
Python

yassine-rd / deep-learning-course

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This repository contains my personal notes and Jupyter notebooks on Deep Learning Specialization course at the university Haute-Alsace.

deep-learning neural-network transformers generative-adversarial-network autoencoder object-detection mlp variational-autoencoder self-attention self-supervised-learning explainable-deepneuralnetwork

Updated Oct 23, 2022
Jupyter Notebook

scottjingtt / awesome-interpretable-transfer-learning

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Paper and resources collections about interpretable AI (XAI)

awesome-list transfer-learning interpretable-deep-learning explainable-ai explainable-ml xai interpretable-machine-learning explainable-deepneuralnetwork explainable-transfer-learning

Updated Jul 13, 2022

janvis04 / Generative-Explanation-Framework

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GEF - Generative Explanation Framework was introduced by Liu et al., which generates textual explanations for a text classification task. The talk was given as part of a seminar at the Saarland University.

text-classification gef explainable-deepneuralnetwork

Updated Jan 29, 2021

EloiZ / awesome-contrastive-explanation

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A curated list of awesome contrastive explanation in ML resources

machine-learning awesome deep-learning awesome-list arxiv interpretability explainable-artificial-intelligence interpretable-deep-learning explainable-ai explainable-ml xai interpretable-machine-learning explainability explainable-deepneuralnetwork contrastive-explanations

Updated Mar 18, 2020

akshayush / FeedForward-and-BackPropagation-DNN-for-multiclass-classification

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animation feedforward-neural-network gradient-descent backpropagation-learning-algorithm backpropagation backpropagation-algorithm gradient-descent-algorithm multiclass-classification sigmoid-function explainable-ai deepneuralnetworks explainable-deepneuralnetwork

Updated Apr 9, 2019
Jupyter Notebook

polimi-ispl / speech_reconstruction_embeddings

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Speech reconstruction from pre-trained CNN embeddings

audio deep-learning speech-recognition explainable-deepneuralnetwork

Updated Apr 13, 2021
Python

Milan-Chicago / Explainable-AI-Examples

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AI explainability is a big topic in the tech world right now, & experts have been working to create ways for machines to start explaining what they are doing. So I am compiling all great examples of tools used to help with AI explainability.

ai machine-learning-algorithms explainable-artificial-intelligence explainable-ai explainable-ml explainable-deepneuralnetwork explainable-models

Updated May 4, 2021
Jupyter Notebook

vigneashpandiyan / Additive-Manufacturing-Sensor-Selection-Acoustic-Emission

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Sensor selection for process monitoring based on deciphering acoustic emissions from different dynamics of the Laser Powder Bed Fusion process using Empirical Mode Decompositions and Interpretable Machine Learning