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Top 14 interpretable-deep-learning open source projects

Awesome Machine Learning Interpretability

A curated list of awesome machine learning interpretability resources.

✭ 2,404

machine-learning awesome awesome-list data-science data-mining interpretability transparency fairness accountability interpretable-deep-learning interpretable-ai interpretable-ml explainable-ml xai fatml interpretable-machine-learning iml machine-learning-interpretability

Pytorch Grad Cam

Many Class Activation Map methods implemented in Pytorch for CNNs and Vision Transformers. Including Grad-CAM, Grad-CAM++, Score-CAM, Ablation-CAM and XGrad-CAM

✭ 3,814

python deep-learning pytorch grad-cam visualizations interpretability class-activation-maps interpretable-deep-learning interpretable-ai score-cam vision-transformers

Layerwise-Relevance-Propagation

Implementation of Layerwise Relevance Propagation for heatmapping "deep" layers

✭ 78

python visualization deep-learning interpretable-deep-learning interpretable-machine-learning

CNN-Units-in-NLP

✂️ Repository for our ICLR 2019 paper: Discovery of Natural Language Concepts in Individual Units of CNNs

✭ 26

python shell javascript nlp cnn interpretable-deep-learning iclr2019

InterpretableCNN

No description or website provided.

✭ 36

python pytorch interpretable-deep-learning

path explain

A repository for explaining feature attributions and feature interactions in deep neural networks.

✭ 151

Jupyter Notebook python shell machine-learning tensorflow pytorch interpretable-deep-learning explainable-ai

ProtoTree

ProtoTrees: Neural Prototype Trees for Interpretable Fine-grained Image Recognition, published at CVPR2021

✭ 47

python deep-neural-networks computer-vision pytorch decision-trees interpretability fine-grained-classification interpretable-deep-learning explainable-ai explainable-ml interpretable-machine-learning fine-grained-visual-categorization explainability cvpr2021

ShapleyExplanationNetworks

Implementation of the paper "Shapley Explanation Networks"

✭ 62

python machine-learning deep-learning interpretable-deep-learning explainable-ai interpretable-machine-learning iclr2021

rl singing voice

Unsupervised Representation Learning for Singing Voice Separation

✭ 18

python representation-learning unsupervised-learning denoising-autoencoders source-separation music-signal-processing interpretable-deep-learning differential-dsp

ISeeU

ISeeU: Visually interpretable deep learning for mortality prediction inside the ICU

✭ 20

Jupyter Notebook deep-learning convolutional-neural-networks intensive-care interpretable-deep-learning

deep-explanation-penalization

Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584

m-phate

Multislice PHATE for tensor embeddings

✭ 54

python shell visualization deep-learning neural-networks interpretable-deep-learning

redunet paper

Official NumPy Implementation of Deep Networks from the Principle of Rate Reduction (2021)

✭ 49

python deeplearning interpretable-deep-learning

self critical vqa

Code for NeurIPS 2019 paper ``Self-Critical Reasoning for Robust Visual Question Answering''

✭ 39

python shell vqa visual-question-answering interpretable-deep-learning interpretable-ai explainable-ai

1-14 of 14 interpretable-deep-learning projects