explainable-artificial-intelligence

There are 29 repositories under explainable-artificial-intelligence topic.

DALEX
ModelOriented / DALEX
moDel Agnostic Language for Exploration and eXplanation
machine-learning interpretability data-science xai iml model-visualization dalex explanations explainable-ai explainable-artificial-intelligence predictive-modeling black-box explainable-ml interpretable-machine-learning explanatory-model-analysis responsible-ai responsible-ml fairness
Language:Python 1320
explainx
explainX / explainx
Explainable AI framework for data scientists. Explain & debug any blackbox machine learning model with a single line of code. We are looking for co-authors to take this project forward. Reach out @ ms8909@nyu.edu
explainable-ai explainable-artificial-intelligence machine-learning interpretability blackbox xai explainx interpretable-ai transparency bias interpretable-machine-learning aws-sagemaker explainability explainable-ml machine-learning-interpretability scikit-learn
Language:Jupyter Notebook 389
pyss3
sergioburdisso / pyss3
A Python package implementing a new interpretable machine learning model for text classification (with visualization tools for Explainable AI :octocat:)
xai text-classification machine-learning machine-learning-algorithms artificial-intelligence explainable-artificial-intelligence data-mining early-classification ss3-classifier nlp natural-language-processing document-classification text-labeling text-mining document-categorization sentence-classification multilabel-classification interpretability interpretable-machine-learning interpretable-ml
Language:Python 331
adityac94 / Grad_CAM_plus_plus
A generalized gradient-based CNN visualization technique
grad-cam cnn cnn-visualization-technique explainable-artificial-intelligence deep-learning tensorflow convolutional-neural-networks
Language:Python 284
awesome-shapley-value
AstraZeneca / awesome-shapley-value
Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
artificial-intelligence deep-learning machine-learning shapley shapley-additive-explanations shapley-value xai data-science explainability explainable lime shap explainable-ai explainable-artificial-intelligence explainable-ml shapley-decomposition shapley-q-value owen-value
131
ajayarunachalam / msda
Library for multi-dimensional, multi-sensor, uni/multivariate time series data analysis, unsupervised feature selection, unsupervised deep anomaly detection, and prototype of explainable AI for anomaly detector
signal-processing sensor-data sensor time-series python data-analysis feature-selection feature-engineering variation visualization correlation multidimensional-data multisensor anomaly-detection deep-neural-networks explainable-artificial-intelligence deep-learning pytorch tabular-data anamoly-detection-using-graphs
Language:Jupyter Notebook 114
andreysharapov / xaience
All about explainable AI, algorithmic fairness and more
explainable-ai explainable-artificial-intelligence explainable-ml interpretable-machine-learning interpretable-ai interpretable-deep-learning interpretability
Language:HTML 106
dylan-slack / TalkToModel
TalkToModel gives anyone with the powers of XAI through natural language conversations 💬!
ai conversational-ai dialogue-systems explainability explainable-artificial-intelligence explainable-ml interpretability interpretable-machine-learning machine-learning-library machine-learning-papers ml paper-implementation papers explanation xai conversationalxai
Language:Python 102
fzi-forschungszentrum-informatik / TSInterpret
An Open-Source Library for the interpretability of time series classifiers
counterfactual-explanations explainable-ai explainable-artificial-intelligence explainable-ml feature-attribution interpretability interpretable-machine-learning interpretable-ml time-series
Language:Python 100
emanuel-metzenthin / Lime-For-Time
Application of the LIME algorithm by Marco Tulio Ribeiro, Sameer Singh, Carlos Guestrin to the domain of time series classification
lime big-data machine-learning python timeseries explainable-artificial-intelligence
Language:Python 92
fitushar / 3D-GuidedGradCAM-for-Medical-Imaging
This Repo containes the implemnetation of generating Guided-GradCAM for 3D medical Imaging using Nifti file in tensorflow 2.0. Different input files can be used in that case need to edit the input to the Guided-gradCAM model.
guided-grad-cam 3d-guided-grad-cam tensorflow-examples 3d-models cnn-visualization cnn-visualization-technique nifti ctci tensorflow2 medical-imaging explainable-ai explainable-artificial-intelligence explainable-ai-in-medical-imaging
Language:Python 89
ModelOriented / treeshap
Compute SHAP values for your tree-based models using the TreeSHAP algorithm
explainability explainable-ai explainable-artificial-intelligence explanatory-model-analysis iml interpretability interpretable-machine-learning machine-learning responsible-ml shap shapley-value xai
Language:R 75
zju-vipa / awesome-neural-trees
Introduction, selected papers and possible corresponding codes in our review paper "A Survey of Neural Trees"
awesome-list decision-trees explainable-artificial-intelligence interpretability interpretable-machine-learning neural-networks
70
greydanus / excitationbp
Visualizing how deep networks make decisions
backpropagation explainable-artificial-intelligence computer-vision deep-learning excitation visualization contrastive python
Language:Jupyter Notebook 66
rehmanzafar / xai-iml-sota
Interesting resources related to Explainable Artificial Intelligence, Interpretable Machine Learning, Interactive Machine Learning, Human in Loop and Visual Analytics.
machine-learning interpretable-models explainable-models interpretable-learning explaining-ai explanation-methods xai deep-learning-visualization interactive-machine-learning iml interpretable-machine-learning explainable-artificial-intelligence explainable-ml human-in-the-loop human-in-the-loop-machine-learning interpretability model-interpretability explainable interpretable researchers
Language:R 66
ModelOriented / auditor
Model verification, validation, and error analysis
regression-models machine-learning model-validation classification error-analysis residuals xai explainable-artificial-intelligence
Language:R 58
M-Nauta / PIPNet
PIP-Net: Patch-based Intuitive Prototypes Network for Interpretable Image Classification (CVPR 2023)
concepts explainable-ai explainable-artificial-intelligence image-classification interpretable-machine-learning interpretable-ml prototypes prototypical-learning transparency xai cvpr2023 interpretable-deep-learning pytorch part-prototypes disentangled-representations
Language:Python 51
koulanurag / mmn
Moore Machine Networks (MMN): Learning Finite-State Representations of Recurrent Policy Networks
moore-machine deep-reinforcement-learning bottleneck tomita atari finite-state-machine recurrent-neural-networks interpretability explainable-artificial-intelligence quantization pytorch
Language:Python 46
xai_thyroid
hungntt / xai_thyroid
Classification and Object Detection XAI methods (CAM-based, backpropagation-based, perturbation-based, statistic-based) for thyroid cancer ultrasound images
explainable-ai explainable-artificial-intelligence explainable-machine-learning explainable-ml medical-ai medical-image-processing medical-imaging thyroid thyroid-ultrasound-image computer-vision object-detection python
Language:Python 45
akarasman / yolo-heatmaps
A utility for generating heatmaps of YOLOv8 using Layerwise Relevance Propagation (LRP/CRP).
lrp crp yolo xai computer-vision object-detection heatmap-visualization heatmap explainable-ai explainable-artificial-intelligence explainable-deep-learning explainable-deepneuralnetwork explainable-machine-learning explainable-ml explainable-models explanations python relevance
Language:Jupyter Notebook 37
dianna
dianna-ai / dianna
Deep Insight And Neural Network Analysis
explainable-artificial-intelligence scientific-research
Language:Jupyter Notebook 36
yaricom / goNEAT_NS
This project provides GOLang implementation of Neuro-Evolution of Augmenting Topologies (NEAT) with Novelty Search optimization aimed to solve deceptive tasks with strong local optima
neuroevolution neat novelty-search golang artificial-neural-networks augmenting-topologies unsupervised-learning unsupervised-machine-learning unsupervised-learning-algorithms reinforcement-learning-algorithms modular-ai explainable-ai explainable-artificial-intelligence
Language:Go 35
xmq1221 / awesome-prototype-based-papers
This is a list of awesome prototype-based papers for explainable artificial intelligence.
awesome-list explainable-ai interpretability computer-vision explainable-artificial-intelligence papers self-explainable-networks concept-based-explanations concept-based-models part-prototype-networks protopnet
29
dbountouridis / siren
SIREN: A Simulation Framework for Understanding the Effects of Recommender Systems in Online News Environments
diversity fairness-ai explainable-ai explainable-artificial-intelligence recommendation-system recommendation-engine simulations simulation-toolkit news
Language:Python 27
cair / fast-tsetlin-machine-in-cuda-with-imdb-demo
A CUDA implementation of the Tsetlin Machine based on bitwise operators
tsetlin-machine cuda gpu-computing bitwise-operators pattern-recognition explainable-artificial-intelligence
Language:Cuda 26
xai4se / xai4se.github.io
Explainable AI for Software Engineering: A Hands-on Guide on How to Make Software Analytics More Practical, Explainable, and Actionable (https://xai4se.github.io)
software-engineering explainable-artificial-intelligence se4ai ai4se xai4se analytics
Language:Shell 26
zju-vipa / ProtoPFormer
ProtoPFormer: Concentrating on Prototypical Parts in Vision Transformers for Interpretable Image Recognition
computer-vision pytorch vision-transformer explainable-ai explainable-artificial-intelligence concept-based-explanations concept-based-models part-prototype-networks protopnet
Language:Python 25
declare-lab / identifiable-transformers
attention-weights text-classification transformer explainable-ml explainable-artificial-intelligence
Language:Python 22
Arena
ModelOriented / Arena
Interactive XAI dashboard
xai explainable-artificial-intelligence explanatory-model-analysis iml model-arena
Language:Vue 22
ATgfe
ahmed-mohamed-sn / ATgfe
Automated Transparent Genetic Feature Engineering
python machine-learning feature-engineering genetic-algorithm explainable-ai explainable-ml explainable-artificial-intelligence
21
KaryFramling / py-ciu
Explainable Artificial Intelligence through Contextual Importance and Utility
explainable-ai python explainable-artificial-intelligence explainable-ml
Language:Jupyter Notebook 21
alonjacovi / XAI-Scholar
Cross-field empirical trends analysis of XAI literature
explainable-artificial-intelligence explainability explainable-ai explainable-ml human-centered-xai interpretability interpretable-machine-learning xai xai-analytics
Language:Jupyter Notebook 18
imatge-upc / SurvLIMEpy
Local interpretability for survival models
explainable-artificial-intelligence interpretable-machine-learning machine-learning python survival-analysis
Language:Python 18
prclibo / ice
Interpretable Control Exploration and Counterfactual Explanation (ICE) on StyleGAN
stylegan2 gan explainable-ai interpretable-ai interpretability explainability face-manipulation face-editing face-generation counterfactual-explanations pytorch explainable-ml interpretable-deep-learning explainable-artificial-intelligence explainable-machine-learning
Language:Jupyter Notebook 15
ModelOriented / vivo
Variable importance via oscillations
xai iml explainable-artificial-intelligence interpretable-machine-learning variable-importance explainable-ml explainable-ai
Language:R 14
pnxenopoulos / cav-keras
Concept activation vectors for Keras
interpretable-machine-learning interpretability interpretable-ml interpretable-deep-learning interpretable-ai explainable-ml explainable-ai explainable-artificial-intelligence explainability
Language:Python 13