57 results found Sort:

jacobgil
pytorch-grad-cam jacobgil
1.6k
10.8k
mit
45
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
246 commits to master branch, last one 4 days ago
interpretml
interpret interpretml
736
6.3k
mit
146
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
3,562 commits to develop branch, last one 2 days ago
jphall663
awesome-machine-learning-interpretability jphall663
589
3.7k
cc0-1.0
133
A curated list of awesome responsible machine learning resources.
r xai python awesome fairness ai-safety secure-ml reliable-ai awesome-list data-science transparency explainable-ml interpretability interpretable-ai interpretable-ml machine-learning interpretable-machine-learning privacy-enhancing-technologies machine-learning-interpretability privacy-preserving-machine-learning
Created 2018-06-21
1,173 commits to master branch, last one a day ago
microsoft
tensorwatch microsoft
361
3.4k
mit
102
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 about a year ago
MAIF
shapash MAIF
335
2.8k
apache-2.0
37
🔅 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
1,700 commits to master branch, last one 11 days ago
truera
trulens truera
197
2.2k
mit
19
Evaluation and Tracking for LLM Experiments
llm llmops explainable-ml neural-networks machine-learning
Created 2020-11-02
1,172 commits to main branch, last one 16 hours ago
AstraZeneca
awesome-explainable-graph-reasoning AstraZeneca
130
2.0k
apache-2.0
55
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
divelab
DIG divelab
283
1.9k
gpl-3.0
31
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 10 months ago
Trusted-AI
AIX360 Trusted-AI
310
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
602 commits to master branch, last one 5 months ago
microsoft
responsible-ai-toolbox microsoft
375
1.4k
mit
33
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...
ml ui widget jupyter widgets fairness fairness-ai fairness-ml data-science data-analysis visualization error-analysis explainability explainable-ai explainable-ml responsible-ai machinelearning interpretability machine-learning data-visualization
Created 2020-07-06
1,970 commits to main branch, last one 4 months ago
csinva
imodels csinva
125
1.4k
mit
24
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
1,077 commits to master branch, last one about a month ago
ModelOriented
DALEX ModelOriented
168
1.4k
gpl-3.0
50
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
687 commits to master branch, last one 2 months ago
interpretml
DiCE interpretml
190
1.4k
mit
19
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
783 commits to main branch, last one 28 days ago
EthicalML
xai EthicalML
175
1.1k
mit
44
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 3 years ago
salesforce
OmniXAI salesforce
96
883
bsd-3-clause
17
OmniXAI: A Library for eXplainable AI
explanation explainable-ai explainable-ml machine-learning interpretable-machine-learning
Created 2022-02-17
697 commits to main branch, last one 5 months ago
deel-ai
xplique deel-ai
53
654
other
12
👋 Xplique is a Neural Networks Explainability Toolbox
xai explainable-ai explainable-ml interpretability
Created 2020-04-05
520 commits to master branch, last one 2 months ago
ScalaConsultants
Aspect-Based-Sentiment-Analysis ScalaConsultants
91
558
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 2 years ago
mdipietro09
DataScience_ArtificialIntelligence_Utils mdipietro09
296
485
unknown
28
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 about a year ago
explainX
explainx explainX
54
419
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
192 commits to master branch, last one 4 months ago
keisen
tf-keras-vis keisen
46
320
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 9 months ago
carla-recourse
CARLA carla-recourse
62
283
mit
7
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
ashutosh1919
explainable-cnn ashutosh1919
31
220
mit
6
📦 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 about a year ago
benedekrozemberczki
shapley benedekrozemberczki
35
219
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 about a year ago
mims-harvard
GraphXAI mims-harvard
29
177
mit
6
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
NorskRegnesentral
shapr NorskRegnesentral
34
149
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
259 commits to master branch, last one a day ago
AstraZeneca
awesome-shapley-value AstraZeneca
12
145
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 2 years ago
whyisyoung
CADE whyisyoung
34
131
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
fzi-forschungszentrum-informatik
TSInterpret fzi-forschungszentrum-informatik
12
125
bsd-3-clause
4
An Open-Source Library for the interpretability of time series classifiers
time-series explainable-ai explainable-ml interpretability interpretable-ml feature-attribution counterfactual-explanations interpretable-machine-learning explainable-artificial-intelligence
Created 2022-08-15
486 commits to main branch, last one 25 days ago
bgreenwell
fastshap bgreenwell
18
116
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 10 months ago
dylan-slack
TalkToModel dylan-slack
23
115
mit
5
TalkToModel gives anyone with the powers of XAI through natural language conversations 💬!
ai ml xai papers explanation explainability explainable-ml dialogue-systems interpretability conversational-ai conversationalxai paper-implementation machine-learning-papers machine-learning-library interpretable-machine-learning explainable-artificial-intelligence
Created 2022-07-07
63 commits to main branch, last one about a year ago