interpretable-ml · GitHub Topics

#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

pytorch / captum

Model interpretability and understanding for PyTorch

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

Python 5.26 k

2 天前

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

3.8 k

5 天前

MilesCranmer / PySR

#算法刷题#High-Performance Symbolic Regression in Python and Julia

机器学习 Python Julia 语言 genetic-algorithm automl interpretable-ml 数据科学 explainable-ai scikit-learn symbolic 算法 distributed-systems evolutionary-algorithms

Python 2.87 k

3 天前

CSAILVision / gandissect

#计算机科学#Pytorch-based tools for visualizing and understanding the neurons of a GAN. https://gandissect.csail.mit.edu/

PyTorch Generative Adversarial Network image-manipulation 深度学习 interactive-visualizations interpretable-ml

Python 1.77 k

4 年前

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 916

2 年前

MilesCranmer / SymbolicRegression.jl

#计算机科学#Distributed High-Performance Symbolic Regression in Julia

Julia 语言 symbolic-computation 机器学习 automl sciml interpretable-ml 数据科学 distributed-systems evolutionary-algorithms explainable-ai genetic-algorithm symbolic

Julia 703

1 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 681

1 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 488

5 年前

sergioburdisso / pyss3

#自然语言处理#A Python package implementing a new interpretable machine learning model for text classification (with visualization tools for Explainable AI )

xai text-classification 机器学习人工智能 data-mining 自然语言处理 document-classification text-labeling text-mining sentence-classification interpretability interpretable-machine-learning interpretable-ml

Python 341

10 天前

chr5tphr / zennit

#计算机科学#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 226

1 年前

fzi-forschungszentrum-informatik / TSInterpret

#时序数据库#An Open-Source Library for the interpretability of time series classifiers

explainable-ai explainable-ml feature-attribution interpretability interpretable-machine-learning interpretable-ml time-series

Python 134

7 个月前

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 Classif...

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

Python 112

1 年前