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interpretable-ai

Website
Wikipedia

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

深度学习 PyTorch grad-cam visualizations interpretability interpretable-ai interpretable-deep-learning score-cam class-activation-maps vision-transformers explainable-ai xai image-classification 机器学习 object-detection 机器视觉 explainable-ml

Python

12054

1655

4 个月前

interpretml / interpret

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 iml interpretable-ml explainable-ml explainability bias 人工智能 explainable-ai differential-privacy

C++

6646

764

6 天前

pytorch / captum

Model interpretability and understanding for PyTorch

interpretability interpretable-ai interpretable-ml feature-importance feature-attribution

Python

5370

540

4 天前

jphall663 / awesome-machine-learning-interpretability

A curated list of awesome responsible machine learning resources.

fairness xai interpretability transparency 机器学习数据科学 Python R Awesome Lists machine-learning-interpretability interpretable-machine-learning interpretable-ml interpretable-ai explainable-ml ai-safety privacy-enhancing-technologies privacy-preserving-machine-learning

3854

609

13 天前

wangyongjie-ntu / Awesome-explainable-AI

A collection of research materials on explainable AI/ML

interpretable-ai explainable-ai interpretability xai XML

Markdown

1530

210

1 个月前

lopusz / awesome-interpretable-machine-learning

interpretable-machine-learning interpretable-ml interpretable-ai xai explainable-ai 机器学习数据科学

Python

915

140

2 年前

dswah / pyGAM

[CONTRIBUTORS WELCOME] Generalized Additive Models in Python

机器学习数据科学 scientific-computing Python interpretable-machine-learning explainable-ai explainable-ml interpretable-ai interpretable-ml

Python

911

181

9 天前

jphall663 / interpretable_machine_learning_with_python

Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.

机器学习 Python xai gradient-boosting-machine decision-tree 数据科学 fairness interpretable-machine-learning interpretability machine-learning-interpretability iml transparency data-mining interpretable-ml interpretable-ai lime h2o

Jupyter Notebook

681

209

1 年前

h2oai / mli-resources

H2O.ai Machine Learning Interpretability Resources

机器学习 Python jupyter-notebooks interpretability 数据科学 data-mining h2o xai transparency fairness xgboost machine-learning-interpretability iml interpretable-machine-learning interpretable-ml interpretable-ai explainable-ml

Jupyter Notebook

489

130

5 年前

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 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

439

1 年前

chr5tphr / zennit

Zennit is a high-level framework in Python using PyTorch for explaining/exploring neural networks using attribution methods like LRP.

PyTorch xai 机器学习 explainability Python interpretability explainable-ai interpretable-ai feature-attribution interpretable-ml 深度学习

Python

230

19 天前

pietrobarbiero / pytorch_explain

PyTorch Explain: Interpretable Deep Learning in Python.

logic PyTorch Python 机器学习神经网络深度学习 explainability explainable-ai lens entropy sympy interpretability interpretable-ai interpretable-deep-learning interpretable-machine-learning

Jupyter Notebook

160

1 年前

VincentGranville / Machine-Learning

Material related to my book Intuitive Machine Learning. Some of this material is also featured in my new book Synthetic Data and Generative AI.

explainable-ai interpretable-ai interpretable-machine-learning 机器学习

Python

122

2 个月前

ajayarunachalam / Deep_XF

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, provides utilify facility for time-series signal similarities matching, and removing noise from timeseries signals.

Python forecasting forecasting-models explainable-ml 深度神经网络深度学习 time-series time-series-analysis auto-ml interpretable-ai sensors timeseries multivariate 机器学习

Jupyter Notebook

118

3 年前

12wang3 / rrl

The code of NeurIPS 2021 paper "Scalable Rule-Based Representation Learning for Interpretable Classification" and TPAMI paper "Learning Interpretable Rules for Scalable Data Representation and Classification"

representation-learning scalability interpretable-ai interpretable-ml explainable-ai explainable-ml neurips nips xai interpretable-machine-learning iml interpretability explainability neuro-symbolic-ai

Python

112

1 年前

Julia-XAI / ExplainableAI.jl

Explainable AI in Julia.

xai interpretability interpretable-ai feature-attribution Julia 语言 explainable-ai

Julia

112

1 天前

andreysharapov / xaience

All about explainable AI, algorithmic fairness and more

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

HTML

110

2 年前

AthenaCore / AwesomeResponsibleAI

A curated list of awesome academic research, books, code of ethics, data sets, institutes, maturity models, newsletters, principles, podcasts, reports, tools, regulations and standards related to Responsible, Trustworthy, and Human-Centered AI.

responsible-ai xai fairness-ai Awesome Lists explainable-ai interpretable-ai 人工智能 ai-alignment ai-safety

2 天前