Search Results - RepositoryStats

1.5k

9.7k

mit

44

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

xai pytorch grad-cam score-cam deep-learning explainable-ai explainable-ml visualizations computer-vision interpretability interpretable-ai machine-learning object-detection vision-transformers image-classification class-activation-maps interpretable-deep-learning

Created 2017-05-31

221 commits to master branch, last one 29 days ago

interpret interpretml

720

6.1k

mit

143

Fit interpretable models. Explain blackbox machine learning.

ai iml xai bias blackbox interpretml scikit-learn transparency explainability explainable-ai explainable-ml interpretability interpretable-ai interpretable-ml machine-learning gradient-boosting differential-privacy artificial-intelligence interpretable-machine-learning

Created 2019-05-03

3,232 commits to develop branch, last one 22 hours ago

awesome-machine-learning-interpretability jphall663

578

3.5k

cc0-1.0

131

A curated list of awesome responsible machine learning resources.

Created 2018-06-21

1,052 commits to master branch, last one 5 days ago

tensorwatch microsoft

357

3.4k

mit

99

Debugging, monitoring and visualization for Python Machine Learning and Data Science

ai debug python jupyter saliency debugging monitoring data-science deeplearning deep-learning debugging-tool explainable-ai explainable-ml machinelearning jupyter-notebook machine-learning model-visualization reinforcement-learning

Created 2019-05-15

119 commits to master branch, last one 10 months ago

shapash MAIF

326

2.7k

apache-2.0

36

🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models

lime shap python transparency explainability explainable-ml interpretability machine-learning ethical-artificial-intelligence

Created 2020-04-29

1,589 commits to master branch, last one 3 days ago

awesome-explainable-graph-reasoning AstraZeneca

129

1.9k

apache-2.0

54

A collection of research papers and software related to explainability in graph machine learning.

graph graphml awesome-list deep-learning explainable-ai explainable-ml graph-algorithms

Created 2021-06-07

129 commits to master branch, last one 2 years ago

trulens truera

160

1.8k

mit

16

Evaluation and Tracking for LLM Experiments

llm llmops explainable-ml neural-networks machine-learning

Created 2020-11-02

897 commits to main branch, last one 13 hours ago

DIG divelab

277

1.8k

gpl-3.0

30

A library for graph deep learning research

3d-graph deep-learning explainable-ml graph-generation graph-neural-network self-supervised-learning

Created 2020-10-30

1,083 commits to dig-stable branch, last one 4 months ago

AIX360 Trusted-AI

306

1.6k

apache-2.0

56

Interpretability and explainability of data and machine learning models

xai codait trusted-ai trusted-ml explainabil ibm-research deep-learning explainable-ai explainable-ml ibm-research-ai machine-learning artificial-intelligence

Created 2019-07-11

582 commits to master branch, last one 3 months ago

DALEX ModelOriented

166

1.3k

gpl-3.0

48

moDel Agnostic Language for Exploration and eXplanation

iml xai dalex fairness black-box data-science explanations explainable-ai explainable-ml responsible-ai responsible-ml interpretability machine-learning model-visualization predictive-modeling explanatory-model-analysis interpretable-machine-learning explainable-artificial-intelligence

Created 2018-02-18

678 commits to master branch, last one 20 days ago

imodels csinva

119

1.3k

mit

23

Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).

ai ml rules python imodels rulefit statistics data-science scikit-learn rule-learning explainable-ai explainable-ml interpretability machine-learning bayesian-rule-list supervised-learning artificial-intelligence optimal-classification-tree

Created 2019-07-04

1,054 commits to master branch, last one about a month ago

DiCE interpretml

183

1.3k

mit

18

Generate Diverse Counterfactual Explanations for any machine learning model.

xai deep-learning explainable-ai explainable-ml machine-learning counterfactual-explanations interpretable-machine-learning

Created 2019-05-02

779 commits to main branch, last one 2 months ago

responsible-ai-toolbox microsoft

331

1.3k

mit

29

Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libr...

Created 2020-07-06

1,964 commits to main branch, last one about a month ago

xai EthicalML

161

1.1k

mit

43

XAI - An eXplainability toolbox for machine learning

ai ml xai bias imbalance evaluation upsampling xai-library downsampling explainability explainable-ai explainable-ml bias-evaluation interpretability machine-learning feature-importance artificial-intelligence machine-learning-explainability

Created 2019-01-11

91 commits to master branch, last one 2 years ago

OmniXAI salesforce

90

833

bsd-3-clause

16

OmniXAI: A Library for eXplainable AI

explanation explainable-ai explainable-ml machine-learning interpretable-machine-learning

Created 2022-02-17

694 commits to main branch, last one 2 months ago

xplique deel-ai

49

597

other

10

👋 Xplique is a Neural Networks Explainability Toolbox

xai explainable-ai explainable-ml interpretability

Created 2020-04-05

471 commits to master branch, last one 6 months ago

Aspect-Based-Sentiment-Analysis ScalaConsultants

91

537

apache-2.0

13

💭 Aspect-Based-Sentiment-Analysis: Transformer & Explainable ML (TensorFlow)

distill tensorflow transformers deep-learning explainable-ai explainable-ml bert-embeddings interpretability machine-learning sentiment-analysis transformer-models aspect-based-sentiment-analysis

Created 2020-01-08

227 commits to master branch, last one about a year ago

DataScience_ArtificialIntelligence_Utils mdipietro09

295

457

unknown

27

Examples of Data Science projects and Artificial Intelligence use-cases

python examples regression time-series data-science deep-learning classification explainable-ai explainable-ml computer-vision machine-learning data-visualization reinforcement-learning artificial-intelligence natural-language-processing

Created 2019-08-10

204 commits to master branch, last one 11 months ago

explainx explainX

54

397

mit

10

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 @ ms...

xai bias blackbox explainx scikit-learn transparency aws-sagemaker explainability explainable-ai explainable-ml interpretability interpretable-ai machine-learning interpretable-machine-learning machine-learning-interpretability explainable-artificial-intelligence

Created 2020-06-16

191 commits to master branch, last one 5 months ago

tf-keras-vis keisen

45

311

mit

8

Neural network visualization toolkit for tf.keras

xai keras python gradcam grad-cam saliency keras-vis score-cam tensorflow xai-library deep-learning saliency-maps visualization explainability explainable-ai explainable-ml gradcam-plus-plus keras-visualization activation-maximization

Created 2019-10-31

395 commits to master branch, last one 3 months ago

CARLA carla-recourse

60

272

mit

6

CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms

python pytorch recourse benchmark tensorflow tensorflow2 benchmarking counterfactual explainability explainable-ai explainable-ml counterfactuals machine-learning artificial-intelligence counterfactual-explanations

Created 2020-12-09

121 commits to main branch, last one about a year ago

shapley benedekrozemberczki

36

214

mit

6

The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).

owen shapley ensemble classifier game-theory voting-game deep-learning random-forest shapley-value explainable-ai explainable-ml machine-learning ensemble-learning voting-classifier game-theory-toolbox weighted-voting-games random-forest-classifier

Created 2020-01-30

357 commits to master branch, last one 12 months ago

explainable-cnn ashutosh1919

31

213

mit

5

📦 PyTorch based visualization package for generating layer-wise explanations for CNNs.

cnn pytorch grad-cam cnn-pytorch saliency-map visualization explainable-ai explainable-ml guided-grad-cam cnn-visualization cnn-classification saliency-detection grad-cam-visualization guided-backpropagation pytorch-implementation cnn-visualization-technique

Created 2022-03-13

45 commits to main branch, last one 11 months ago

GraphXAI mims-harvard

26

143

mit

5

GraphXAI: Resource to support the development and evaluation of GNN explainers

embeddings benchmarking deep-learning explainability explainable-ai explainable-ml interpretability graph-neural-networks graph-machine-learning

Created 2021-06-16

736 commits to main branch, last one about a year ago

shapr NorskRegnesentral

32

138

other

8

Explaining the output of machine learning models with more accurately estimated Shapley values

rcpp rstats shapley rcpparmadillo explainable-ai explainable-ml

Created 2018-05-16

247 commits to master branch, last one 2 months ago

awesome-shapley-value AstraZeneca

10

135

apache-2.0

2

Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)

xai lime shap shapley owen-value explainable data-science deep-learning shapley-value explainability explainable-ai explainable-ml shapley-q-value machine-learning shapley-decomposition artificial-intelligence shapley-additive-explanations explainable-artificial-intelligence

Created 2022-04-29

87 commits to master branch, last one about a year ago

CADE whyisyoung

35

118

other

3

Code for our USENIX Security 2021 paper -- CADE: Detecting and Explaining Concept Drift Samples for Security Applications

ids mlp xai keras drebin ids2018 tensorflow autoencoder explanation concept-drift explainable-ai explainable-ml interpretability machine-learning contrastive-learning artificial-intelligence self-supervised-learning machine-learning-security

Created 2020-09-21

13 commits to master branch, last one about a year ago

fastshap bgreenwell

18

112

unknown

4

Fast approximate Shapley values in R

xai shapley explainable-ai explainable-ml shapley-values variable-importance interpretable-machine-learning

Created 2019-07-17

105 commits to master branch, last one 4 months ago

Deep_XF ajayarunachalam

23

112

unknown

4

Package towards building Explainable Forecasting and Nowcasting Models with State-of-the-art Deep Neural Networks and Dynamic Factor Model on Time Series data sets with single line of code. Also, pro...

python auto-ml sensors ecg-signal timeseries forecasting time-series multivariate deep-learning explainable-ml auto-timeseries interpretable-ai machine-learning nowcasting-models forecasting-models deep-neural-networks time-series-analysis siamese-neural-network

Created 2021-10-26

22 commits to main branch, last one about a year ago

xaience andreysharapov

13

107

unknown

9

All about explainable AI, algorithmic fairness and more

explainable-ai explainable-ml interpretability interpretable-ai interpretable-deep-learning interpretable-machine-learning explainable-artificial-intelligence

Created 2019-05-26

84 commits to master branch, last one 9 months ago