xai · GitHub Topics

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

翻译 - 在Pytorch中为CNN和视觉变压器实现了许多类激活图方法。包括Grad-CAM，Grad-CAM ++，Score-CAM，Ablation-CAM和XGrad-CAM

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 11.25 k

2 个月前

interpretml / interpret

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

翻译 - 拟合可解释的模型。说明黑匣子机器学习。

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++ 6.42 k

17 小时前

jphall663 / awesome-machine-learning-interpretability

#Awesome#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

3.74 k

1 天前

SeldonIO / alibi

#计算机科学#Algorithms for explaining machine learning models

翻译 - 监视和解释机器学习模型的算法

机器学习 explanations interpretability counterfactual xai

Python 2.47 k

7 天前

oegedijk / explainerdashboard

Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.

翻译 - 快速构建可解释的 AI 仪表板，显示所谓的“黑盒”机器学习模型的内部工作原理。

dash shap-values dashboard model-predictions data-scientists explainer interactive-dashboards permutation-importances shap plotly interactive-plots xai-library xai

Python 2.36 k

2 个月前

Trusted-AI / AIX360

#计算机科学#Interpretability and explainability of data and machine learning models

翻译 - 数据和机器学习模型的可解释性和可解释性

explainable-ai explainable-ml trusted-ai trusted-ml 机器学习深度学习 codait 人工智能 explainabil xai

Python 1.67 k

15 天前

wangyongjie-ntu / Awesome-explainable-AI

A collection of research materials on explainable AI/ML

interpretable-ai explainable-ai interpretability xai XML

Markdown 1.47 k

4 个月前

ModelOriented / DALEX

#计算机科学#moDel Agnostic Language for Exploration and eXplanation

机器学习 interpretability 数据科学 xai model-visualization explanations explainable-ai predictive-modeling explainable-ml interpretable-machine-learning responsible-ai responsible-ml fairness

Python 1.41 k

1 个月前

interpretml / DiCE

#计算机科学#Generate Diverse Counterfactual Explanations for any machine learning model.

翻译 - 为任何机器学习模型生成多样的反事实解释。

explainable-ml xai interpretable-machine-learning 深度学习机器学习 explainable-ai

Python 1.39 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 1.16 k

3 年前

LangbaseInc / BaseAI

BaseAI — The Web AI Framework. The easiest way to build serverless autonomous AI agents with memory. Start building local-first, agentic pipes, tools, and memory. Deploy serverless with one command.

人工智能 anthropic cohere gemini grok groq mistral openai perplexity xai

TypeScript 954

16 天前

lopusz / awesome-interpretable-machine-learning

#计算机科学#

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

Python 912

2 年前

pbiecek / xai_resources

Interesting resources related to XAI (Explainable Artificial Intelligence)

xai interpretability interpretable-machine-learning

R 823

3 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

700

6 天前

jphall663 / interpretable_machine_learning_with_python

#计算机科学#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 transparency data-mining interpretable-ml interpretable-ai lime h2o

Jupyter Notebook 672

9 个月前

deel-ai / xplique

👋 Xplique is a Neural Networks Explainability Toolbox

xai explainable-ai explainable-ml interpretability

Python 671

5 个月前

if-ai / ComfyUI-IF_AI_tools

ComfyUI-IF_AI_tools is a set of custom nodes for ComfyUI that allows you to generate prompts using a local Large Language Model (LLM) via Ollama. This tool enables you to enhance your image generation...

anthropic comfyui flux gemini graphrag groq llamacpp lmstudio mistral OCR ollama rag stable-diffusion supervision transformers xai

Python 610

2 个月前