An open API service providing repository metadata for many open source software ecosystems.

GitHub topics: black-box-model

codaclizard/Expanding-Knowledge-on-ML-Explainable-Models-for-Smarter-Decisions

This repository presents a comprehensive research paper exploring the role of Explainable Artificial Intelligence (XAI) in modern Machine Learning. It aims to shed light on the interpretability of 'black-box' models like Neural Networks, Explainable AI and highlights the need for transparent, human-understandable ML systems.

Size: 418 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

bgreenwell/pdp

A general framework for constructing partial dependence (i.e., marginal effect) plots from various types machine learning models in R.

Language: R - Size: 66.1 MB - Last synced at: 21 days ago - Pushed at: about 3 years ago - Stars: 96 - Forks: 13

Stefan-Endres/shgo

Simplicial Homology Global Optimization

Language: Python - Size: 42.2 MB - Last synced at: 2 months ago - Pushed at: 5 months ago - Stars: 51 - Forks: 12

ShinKyuY/Understanding_Black_box_Predictions_via_Influence_Functions_tutorial_MNIST

Tiny Tutorial on https://arxiv.org/abs/1703.04730

Language: Jupyter Notebook - Size: 5.6 MB - Last synced at: almost 2 years ago - Pushed at: almost 6 years ago - Stars: 12 - Forks: 2

nevoit/Synthesizing-Tabular-Data-using-GANs

Generative Adversarial Network (GAN) that can produce tabular samples given datasets, and build a general generative model that receives a black-box as a discriminator and can still generate samples from the tabular data.

Language: Python - Size: 2.32 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 2 - Forks: 0

nphdang/FS-BBT

Black-box Few-shot Knowledge Distillation

Language: Python - Size: 40.3 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 8 - Forks: 1

peymanrasouli/categorical_locality

Interpreting Categorical Data Classifiers using Explanation-based Locality

Language: JavaScript - Size: 161 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

qwqoro/ML-Talk

📄 [Talk] OFFZONE 2022 / ODS Data Halloween 2022: Black-box attacks on ML models + with use of open-source tools

Language: Jupyter Notebook - Size: 8.65 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 9 - Forks: 3

datatrigger/interpretable_machine_learning

Getting explanations for predictions made by black box models.

Language: Jupyter Notebook - Size: 4.25 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

Related Keywords
black-box-model 9 interpretable-machine-learning 3 black-box 2 lime 2 local-explanations 2 machine-learning 2 xai 2 shap 2 surrogate-models 2 shapley-additive-explanations 1 conference 1 black-box-attacks 1 attack-model 1 adversarial-examples 1 adversarial-attacks 1 explainable-ai 1 classification 1 categorical-data 1 transfer-learning 1 synthetic-images 1 mixup 1 knowledge-distillation 1 generative-model 1 few-shot-learning 1 few-shot-classification 1 few-shot 1 deep-learning 1 interpretable-ml 1 interpretability 1 feature-importance 1 explainable-machine-learning 1 explainability 1 talk-slides 1 talk-notes 1 talk-materials 1 talk 1 model-inversion-attacks 1 model-inversion-attack 1 model-inversion 1 model-extraction 1 model-attack 1 fast-track 1 evasion-attacks 1 evasion-attack 1 conference-talk 1 data-generation 1 visualization 1 r 1 partial-dependence-plot 1 partial-dependence-function 1 transparency-trade-off 1 regulatory-compliance 1 post-hoc-explanation 1 post-hoc-analysis 1 performance-trade-off 1 neural 1 model-specific-explanations 1 model-agnostic-explanations 1 knowledge-graph 1 inherently-interpretable-models 1 human-ai-interaction 1 human-ai-collaboration 1 global-explanation 1 counterfactual-explanations 1 data-augmentation 1 cvae 1 conditional-variational-autoencoder 1 computer-vision 1 tabular-data 1 generative-adversarial-network 1 understanding-neural-networks 1 influence-functions 1 influence 1 blackbox 1 science 1 optimization 1 nonlinear-optimization 1 nonlinear 1 mathematics 1 global-optimization 1 clustering-algorithm 1 black-box-optimization 1