explainable-ml · 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

16 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

microsoft / tensorwatch

#计算机科学#Debugging, monitoring and visualization for Python Machine Learning and Data Science

翻译 - Python机器学习和数据科学的调试，监视和可视化

人工智能深度学习机器学习 reinforcement-learning debugging debugging-tool debug 监控 explainable-ai explainable-ml saliency model-visualization 数据科学 Python Jupyter Notebook

Jupyter Notebook 3.44 k

2 年前

MAIF / shapash

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

翻译 - Shapash使机器学习模型透明且每个人都可以理解

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

Jupyter Notebook 2.85 k

1 个月前

truera / trulens

#大语言模型#Evaluation and Tracking for LLM Experiments

机器学习 neural-networks explainable-ml 大语言模型 llmops

Python 2.37 k

1 天前

AstraZeneca / awesome-explainable-graph-reasoning

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

翻译 - 与图机器学习中的可解释性相关的研究论文和软件的集合。

Awesome Lists graph graph-algorithms 深度学习 explainable-ai explainable-ml graphml

1.96 k

3 年前

divelab / DIG

#计算机科学#A library for graph deep learning research

翻译 - 图深度学习研究库

深度学习 graph-neural-network graph-generation explainable-ml self-supervised-learning 3d-graph

Python 1.93 k

8 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

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 1.48 k

1 个月前

csinva / imodels

#计算机科学#Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).

interpretability 机器学习数据科学人工智能统计 scikit-learn Python supervised-learning explainable-ml explainable-ai rules

Jupyter Notebook 1.43 k

23 天前

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

salesforce / OmniXAI

#计算机科学#OmniXAI: A Library for eXplainable AI

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

Jupyter Notebook 906

8 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

ScalaConsultants / Aspect-Based-Sentiment-Analysis

#计算机科学#💭 Aspect-Based-Sentiment-Analysis: Transformer & Explainable ML (TensorFlow)

Tensorflow sentiment-analysis 机器学习 interpretability distill transformers transformer-models 深度学习 explainable-ml explainable-ai

Python 564

2 年前

mdipietro09 / DataScience_ArtificialIntelligence_Utils

#自然语言处理#Examples of Data Science projects and Artificial Intelligence use-cases

数据科学人工智能数据可视化 Python explainable-ai explainable-ml Example classification regression 机器学习深度学习自然语言处理机器视觉 reinforcement-learning time-series

Jupyter Notebook 495

2 年前

h2oai / mli-resources

#计算机科学#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 interpretable-machine-learning interpretable-ml interpretable-ai explainable-ml

Jupyter Notebook 487

4 年前

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 427

7 个月前