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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

3763

599

3 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 transparency data-mining interpretable-ml interpretable-ai lime h2o

Jupyter Notebook

676

207

10 个月前

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 interpretable-machine-learning interpretable-ml interpretable-ai explainable-ml

Jupyter Notebook

488

130

4 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

431

8 个月前

DiegoUsaiUK / Propensity_Modelling

Predicting the Likelihood to Purchase a Financial Product Following a Direct Marketing Campaign

data-mining machine-learning-interpretability model-selection optimisation business-analytics business-intelligence

2 年前

jphall663 / diabetes_use_case

Sample use case for Xavier AI in Healthcare conference: https://www.xavierhealth.org/ai-summit-day2/

Python xgboost healthcare interpretability xai transparency 机器学习数据科学 data-mining machine-learning-interpretability interpretable-ml interpretable-machine-learning explainable-ml

Jupyter Notebook

10 个月前

SDM-TIB / InterpretME

An interpretable machine learning pipeline over knowledge graphs

interpretability knowledge-graph 机器学习 machine-learning-interpretability

Jupyter Notebook

1 年前

12wang3 / mllp

The code of AAAI 2020 paper "Transparent Classification with Multilayer Logical Perceptrons and Random Binarization".

transparency interpretability interpretable-ai explainable-ai xai interpretable-ml rule-based aaai machine-learning-interpretability interpretable-machine-learning 机器学习 explainable-ml explainability interpretml

Python

1 年前

jphall663 / hc_ml

Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.

fairness xai interpretability transparency 机器学习数据科学 data-mining machine-learning-interpretability interpretable-machine-learning interpretable-ml interpretable-ai explainable-ai explainable-ml fairness-ai fairness-ml

TeX

5 年前

navdeep-G / interpretable-ml

Techniques & resources for training interpretable ML models, explaining ML models, and debugging ML models.

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

Jupyter Notebook

3 年前

h2oai / article-information-2019

Article for Special Edition of Information: Machine Learning with Python

机器学习 Python xai 数据科学 fairness-ai fairness-ml fairness-testing interpretable-machine-learning interpretable-ai interpretable-ml machine-learning-interpretability explainable-ai explainable-ml

Jupyter Notebook

3 个月前

jphall663 / jsm_2018_paper

Paper for 2018 Joint Statistical Meetings: https://ww2.amstat.org/meetings/jsm/2018/onlineprogram/AbstractDetails.cfm?abstractid=329539

xai interpretability transparency 机器学习数据科学 data-mining Python machine-learning-interpretability interpretable-machine-learning interpretable-ml interpretable-ai explainable-ml

TeX

6 年前

poloclub / telegam

TeleGam: Combining Visualization and Verbalization for Interpretable Machine Learning

数据可视化机器学习 machine-learning-interpretability

JavaScript

6 年前

hayesall / bn-rule-extraction

Rule Extraction from Bayesian Networks

bayesian-network interpretability 机器学习 machine-learning-interpretability

Python

3 年前

vanderschaarlab / INVASE

INVASE: Instance-wise Variable Selection . For more details, read the paper "INVASE: Instance-wise Variable Selection using Neural Networks," International Conference on Learning Representations (ICLR), 2019.

interpretability PyTorch xai 机器学习 machine-learning-interpretability

Python

3 年前

akifcinar / Machine_Learning_Interpretability

Overview of machine learning interpretation techniques and their implementations

机器学习 machine-learning-interpretability 数据科学 model-interpretation interpretable-machine-learning xai interpretable-ml interpretable-ai transparency Python interpretability

Jupyter Notebook

4 年前

SDM-TIB / InterpretME_Demo

Demonstration of InterpretME, an interpretable machine learning pipeline

interpretability machine-learning-interpretability 机器学习

Jupyter Notebook

1 年前

nilsdenter / novelty_value_ml

This project contains the data, code and results used in the paper title "On the relationship of novelty and value in digitalization patents: A machine learning approach".

scikit-learn 机器学习 machine-learning-interpretability machinelearning-python

Python

3 年前