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GitHub topics: model-explanation

ccomkhj/interpretable-lightgbm

SHAP explainer for LightGBM models - Generate feature importance plots, dependence plots, and prediction explanations with one line of code. Make your gradient boosting models interpretable for stakeholders.

Language: Python - Size: 0 Bytes - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

trustworthy-machine-learning/trustworthy-machine-learning.github.io

A School for All Seasons on Trustworthy Machine Learning

Size: 88.9 KB - Last synced at: about 2 months ago - Pushed at: about 4 years ago - Stars: 11 - Forks: 1

frankaging/Causal-Proxy-Model

The Codebase for Causal Proxy Model

Language: Python - Size: 38.2 MB - Last synced at: 22 days ago - Pushed at: almost 3 years ago - Stars: 11 - Forks: 1

tamlhp/awesome-privex

Awesome PrivEx: Privacy-Preserving Explainable AI (PPXAI)

Size: 478 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 22 - Forks: 1

IonBoleac/serve-torch-deployments

A proof-of-concept on how to install and use Torchserve in various mode

Language: Python - Size: 12.8 MB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

awesome-privex/awesome-privex.github.io

Official Website of https://github.com/tamlhp/awesome-privex

Language: HTML - Size: 646 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

rgdavies92/salaries-in-data

💷 💵 💶 A ML project containing web scraping, NLP and some classification model evaluation

Language: Jupyter Notebook - Size: 6.37 MB - Last synced at: about 2 months ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 1

mllite/sklearn_explain

Model explanation provides the ability to interpret the effect of the predictors on the composition of an individual score.

Language: Python - Size: 166 KB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 12 - Forks: 5

cedrickchee/anchor Fork of marcotcr/anchor

Code for "High-Precision Model-Agnostic Explanations" paper. A follow up to LIME model.

Language: Jupyter Notebook - Size: 7.52 MB - Last synced at: over 1 year ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 0

ljmdeb/GSTA

Replacing a Black-box model by a Global Single Tree Approximation

Language: Jupyter Notebook - Size: 393 KB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 4 - Forks: 1

lyj555/MachineLearningProcess

主要包含ModelHelper和NLPHelper,其中ModelHelper主要有特征选择、超参数搜索、模型解释和模型融合等,NLPHelper则是进一步封装了NLP一些常用的操作,常用的网络结构以及几个NLP的任务

Language: Python - Size: 5.66 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 0

rodrigobressan/keras_boston_housing_price

Keras 101: A simple Neural Network for House Pricing regression

Language: Jupyter Notebook - Size: 1.62 MB - Last synced at: 4 months ago - Pushed at: almost 6 years ago - Stars: 15 - Forks: 5

dmitrykazhdan/concept-based-xai

Library implementing state-of-the-art Concept-based and Disentanglement Learning methods for Explainable AI

Language: Python - Size: 110 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 42 - Forks: 4

abyanjan/Churn-Prediction-Modeling

Predicting Churn Probability for Telecom Customers and deploying the prediction model with Streamlit

Language: Jupyter Notebook - Size: 9.63 MB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 1 - Forks: 0

dmitrykazhdan/MEME-RNN-XAI

MEME: Generating RNN Model Explanations via Model Extraction

Language: Jupyter Notebook - Size: 5.14 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 9 - Forks: 2

colbyford/pfHRP_MLModel

Modeling Plasmodium falciparum Diagnostic Test Sensitivity using Machine Learning with Histidine-Rich Protein 2 Variants

Language: PostScript - Size: 13.9 MB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

tsabsch/goldeneye

Python implementation of the goldeneye algorithm to investigate how classifiers utilise the structure of a dataset.

Language: Python - Size: 6.84 KB - Last synced at: about 1 month ago - Pushed at: over 7 years ago - Stars: 2 - Forks: 0

ml-libs/l2x

Language: Python - Size: 8.79 KB - Last synced at: 4 months ago - Pushed at: almost 7 years ago - Stars: 1 - Forks: 0

Related Keywords
model-explanation 18 explainable-ai 6 xai 6 machine-learning 5 interpretability 4 nlp 2 concept-explanation 2 concept-extraction 2 python 2 privex 2 privacy-preserving-xai 2 privacy-preserving-model-explanation 2 privacy-preserving-explanation 2 privacy-preserving-explainable-ai 2 explanation 2 awesome 2 data-science 2 shap 2 malaria-detection 1 plasmodium-falciparum 1 concept 1 keras 1 jupyter-notebook 1 boston-housing-price-prediction 1 parameter-tuning 1 featureselection 1 feature-selection 1 ensemble-model 1 scikit-learn 1 interpretable-machine-learning 1 cart-algorithm 1 model-interpretability 1 transparency 1 sklearn 1 scorecard 1 score 1 mimic-iii 1 streamlit-webapp 1 model-extraction 1 random-forest 1 predictive-modeling 1 recurrent-neural-networks 1 rnn 1 time-series 1 azure-machine-learning 1 azure-ml 1 bioinformatics 1 weakly-supervised-learning 1 weak-supervision 1 vae 1 library 1 explainability 1 disentanglement 1 disentangled-representations 1 malaria 1 risk 1 minikube 1 microk8s 1 k8s 1 docker 1 risk-assessment 1 ai-safety 1 ai-risk 1 concept-learning 1 causal-inference 1 trustworthy-machine-learning 1 robustness 1 privacy 1 machine-learning-privacy 1 machine-learning-attack 1 algorithmic-transparency 1 algorithmic-fairness 1 lightgbm 1 interpretable-ai 1 feature-importance 1 right-to-explanation 1 reason-codes 1 general-data-protection-regulation 1 gdpr 1 credit-scoring 1 contribution 1 classification 1 black-box 1 web-scraping 1 python3 1 model-evaluation 1 classification-algorithims 1 sortable 1 torchserve 1 serving-pytorch-models 1 serving 1 pytorch 1 model-predictions 1 model-management 1