machine-learning-interpretability

There are 10 repositories under machine-learning-interpretability topic.

jphall663 / awesome-machine-learning-interpretability
A curated list of awesome responsible machine learning resources.
fairness xai interpretability transparency machine-learning data-science python r awesome awesome-list machine-learning-interpretability interpretable-machine-learning interpretable-ml interpretable-ai explainable-ml ai-safety privacy-enhancing-technologies privacy-preserving-machine-learning reliable-ai secure-ml
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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.
machine-learning python fatml xai gradient-boosting-machine decision-tree data-science fairness interpretable-machine-learning interpretability machine-learning-interpretability iml accountability transparency data-mining interpretable-ml interpretable interpretable-ai lime h2o
Language:Jupyter Notebook 663
h2oai / mli-resources
H2O.ai Machine Learning Interpretability Resources
machine-learning python jupyter-notebooks interpretability data-science data-mining h2o mli xai fatml transparency accountability fairness xgboost machine-learning-interpretability iml interpretable-machine-learning interpretable-ml interpretable-ai explainable-ml
Language:Jupyter Notebook 479
explainx
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 explainable-artificial-intelligence machine-learning interpretability blackbox xai explainx interpretable-ai transparency bias interpretable-machine-learning aws-sagemaker explainability explainable-ml machine-learning-interpretability scikit-learn
Language:Jupyter Notebook 393
DiegoUsaiUK / Propensity_Modelling
Predicting the Likelihood to Purchase a Financial Product Following a Direct Marketing Campaign
propensity-modelling data-mining machine-learning-interpretability model-selection optimisation marketing-campaigns insight likelihood behaviour exploratory-analysis business-analytics business-intelligence
Language:R 25
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 iml transparency machine-learning data-science data-mining machine-learning-interpretability interpretable-ml interpretable-machine-learning explainable-ml
Language:Jupyter Notebook 25
SDM-TIB / InterpretME
An interpretable machine learning pipeline over knowledge graphs
interpretability knowledge-graph machine-learning-models ontologies shacl machine-learning-interpretability
Language:Jupyter Notebook 24
jphall663 / hc_ml
Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.
fairness xai interpretability iml fatml accountability transparency machine-learning data-science data-mining machine-learning-interpretability interpretable-machine-learning interpretable-ml interpretable-ai explainable-ai explainable-ml fairness-ai fairness-ml
Language:TeX 22
12wang3 / mllp
The code of AAAI 2020 paper "Transparent Classification with Multilayer Logical Perceptrons and Random Binarization".
transparency interpretability transparent-ml interpretable-ai explainable-ai xai interpretable-ml rule-based rule-sets aaai machine-learning-interpretability interpretable-machine-learning machine-learning explainable-ml iml explainability interpretml
Language:Python 19
navdeep-G / interpretable-ml
Techniques & resources for training interpretable ML models, explaining ML models, and debugging ML models.
machine-learning machine-learning-interpretability interpretable-machine-learning python fatml xai gradient-boosting-machine decision-trees data-science fairness interpretability iml accountability transparency data-mining interpretable-ml interpretable interpretable-ai lime
Language:Jupyter Notebook 19
h2oai / article-information-2019
Article for Special Edition of Information: Machine Learning with Python
machine-learning python fatml xai data-science fairness-ai fairness-ml fairness-testing interpretable-machine-learning interpretable-ai interpretable-ml machine-learning-interpretability iml explainable-ai explainable-ml
Language:Jupyter Notebook 13
jphall663 / jsm_2018_paper
Paper for 2018 Joint Statistical Meetings: https://ww2.amstat.org/meetings/jsm/2018/onlineprogram/AbstractDetails.cfm?abstractid=329539
xai interpretability iml fatml transparency machine-learning data-science data-mining python machine-learning-interpretability interpretable-machine-learning interpretable-ml interpretable-ai explainable-ml
Language:TeX 10
poloclub / telegam
TeleGam: Combining Visualization and Verbalization for Interpretable Machine Learning
data-visualization machine-learning machine-learning-interpretability
Language:JavaScript 7
hayesall / bn-rule-extraction
Rule Extraction from Bayesian Networks
bayesian-network interpretability machine-learning machine-learning-interpretability rule-extraction trustworthy-ai
Language:Python 5
akifcinar / Machine_Learning_Interpretability
Overview of machine learning interpretation techniques and their implementations
machine-learning machine-learning-interpretability data-science model-interpretation interpretable-machine-learning xai mli interpretable-ml interpretable-ai interpretable-classifcation transparency python interpretability interpretation
Language:Jupyter Notebook 4
INVASE
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 machine-learning machine-learning-algorithms machine-learning-interpretability
Language:Python 3
navdeep-G / fair-ml
Fairness in AI and Machine Learning
fairness-ml fairness machine-learning artificial-intelligence interpretability xai interpretable-machine-learning machine-learning-interpretability
Language:TeX 1
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".
patents kpss scikit-learn machine-learning permutation-importance partial-dependence-plot machine-learning-interpretation patentsview machine-learning-algorithms machine-learning-interpretability machine-learning-models machinelearning machinelearning-python
Language:Python 1
SDM-TIB / InterpretME_Demo
Demonstration of InterpretME, an interpretable machine learning pipeline
interpretability machine-learning-interpretability machine-learning-models
Language:Jupyter Notebook 1
tommykangdra / Credit-Default-Risk
Default Risk Prediction from bank dataset with Interpretable Machine Learning
mli machine-learning-interpretability shap lime random-forest-classifier
Language:Jupyter Notebook 0
xmlx-io / .github
XMLX GitHub configuration
iml interpretable-machine-learning machine-learning-interpretability interpretable-ml explainable-machine-learning explainable-ml machine-learning-explainability xai explainable-artificial-intelligence explainable-ai
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