explainability · GitHub Topics

shap / shap

#计算机科学#A game theoretic approach to explain the output of any machine learning model.

interpretability 机器学习深度学习 gradient-boosting shap shapley explainability

Jupyter Notebook 24 k

3 天前

EthicalML / awesome-production-machine-learning

#Awesome#A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

机器学习 mlops interpretability explainability responsible-ai 深度学习 machine-learning-operations ml-ops ml-operations privacy-preserving privacy-preserving-machine-learning data-mining production-machine-learning Awesome Lists

18.6 k

15 天前

interpretml / interpret

#计算机科学#Fit interpretable models. Explain blackbox machine learning.

机器学习 interpretability gradient-boosting blackbox scikit-learn xai interpretml interpretable-machine-learning interpretable-ai transparency interpretable-ml explainable-ml explainability bias 人工智能 explainable-ai differential-privacy

C++ 6.53 k

6 天前

MAIF / shapash

#计算机科学#🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models

Python 机器学习 explainability explainable-ml transparency ethical-artificial-intelligence shap lime interpretability

Jupyter Notebook 2.9 k

4 天前

hila-chefer / Transformer-Explainability

#计算机科学#[CVPR 2021] Official PyTorch implementation for Transformer Interpretability Beyond Attention Visualization, a novel method to visualize classifications by Transformer based networks.

深度学习 vision-transformer bert-model bert explainability vit cvpr2021

Jupyter Notebook 1.9 k

1 年前

microsoft / responsible-ai-toolbox

#计算机科学#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...

ui responsible-ai 数据科学 fairness fairness-ml fairness-ai explainable-ai explainable-ml explainability 机器学习可视化 widgets widget Jupyter Notebook 数据分析数据可视化 interpretability

TypeScript 1.56 k

4 个月前

EthicalML / xai

#计算机科学#XAI - An eXplainability toolbox for machine learning

explainability xai 机器学习人工智能 bias explainable-ai explainable-ml interpretability xai-library evaluation upsampling feature-importance

Python 1.18 k

4 年前

hila-chefer / Transformer-MM-Explainability

[ICCV 2021- Oral] Official PyTorch implementation for Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers, a novel method to visualize any Transformer-bas...

transformers transformer vqa detr 可视化 explainability explainable-ai interpretability clip

Jupyter Notebook 853

2 年前

h1st-ai / h1st

#时序数据库#Power Tools for AI Engineers With Deadlines

数据科学 explainability home-automation time-series collaboration Cybersecurity cold-start autonomous-vehicles automl avionics human-in-the-loop industrial-iot Hacktoberfest

Jupyter Notebook 793

2 年前

MisaOgura / flashtorch

#计算机科学#Visualization toolkit for neural networks in PyTorch! Demo -->

PyTorch neural-networks cnn interpretability 机器学习深度学习可视化 explainability

HTML 741

2 年前

flyingdoog / awesome-graph-explainability-papers

#计算机科学#Papers about explainability of GNNs

机器学习深度学习 graph-neural-networks xai explainable-ai explainability

732

1 个月前

alvinwan / neural-backed-decision-trees

Making decision trees competitive with neural networks on CIFAR10, CIFAR100, TinyImagenet200, Imagenet

decision-trees neural-networks image-classification explainability cifar10 cifar100 interpretability imagenet pretrained-weights pretrained-models PyTorch

Python 622

2 年前

mmschlk / shapiq

#计算机科学#Shapley Interactions and Shapley Values for Machine Learning

Python explainability interpretability 机器学习 shap shapley explainable-ai feature-importance game-theory interpretable-machine-learning feature-attribution

Python 559

5 天前

explainX / explainx

#计算机科学#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...

explainable-ai 机器学习 interpretability blackbox xai interpretable-ai transparency bias interpretable-machine-learning aws-sagemaker explainability explainable-ml machine-learning-interpretability scikit-learn

Jupyter Notebook 436

10 个月前

xmed-lab / CLIP_Surgery

CLIP Surgery for Better Explainability with Enhancement in Open-Vocabulary Tasks

clip sam explainability multimodal segmentation segment-anything interpretability vision-transformer

Jupyter Notebook 424

4 个月前

haofanwang / Score-CAM

Official implementation of Score-CAM in PyTorch

score-cam cam saliency PyTorch explainability class-activation-maps heatmap grad-cam gradcam

Python 423

3 年前

wisent-ai / wisent-guard

This is an open-source version of the representation engineering framework for stopping harmful outputs or hallucinations on the level of activations. 100% free, self-hosted and open-source.

人工智能 explainability 大语言模型安全

Python 329

9 天前