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

GitHub topics: interpretability-methods

Dependable-Intelligent-Systems-Lab/xwhy

Explaining black boxes with a SMILE: Statistical Mode-agnostic Interpretability with Local Explanations

Language: JavaScript - Size: 25.3 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 12 - Forks: 2

Yu-Group/imodels-experiments

Experiments with experimental rule-based models to go along with imodels.

Language: Jupyter Notebook - Size: 223 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 16 - Forks: 5

anondo1969/SHAMSUL

Repository for the journal article 'SHAMSUL: Systematic Holistic Analysis to investigate Medical Significance Utilizing Local interpretability methods in deep learning for chest radiography pathology prediction'

Language: Python - Size: 32 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

StoicHistory/soc-predict

This project uses an Artificial Neural Network (ANN) to predict battery charge levels (SoC)

Language: Jupyter Notebook - Size: 608 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

kochlisGit/ProphitBet-Soccer-Bets-Predictor

ProphitBet is a Machine Learning Soccer Bet prediction application. It analyzes the form of teams, computes match statistics and predicts the outcomes of a match using Advanced Machine Learning (ML) methods. The supported algorithms in this application are Neural Networks, Random Forests & Ensembl Models.

Language: Python - Size: 3.47 MB - Last synced at: 3 months ago - Pushed at: 5 months ago - Stars: 389 - Forks: 132

mdkhairulislam2/Timeseries-Explained Fork of khairulislam/Timeseries-Explained

Interpreting Timeseries using Local Interpretation methods

Language: Jupyter Notebook - Size: 639 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

sakshikakde/interpretability_of_lstm

A repository to study the interpretability of time series networks(LSTM)

Language: Python - Size: 4.93 MB - Last synced at: 4 months ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 0

apartresearch/deepdecipher

🦠 DeepDecipher: An open source API to MLP neurons

Language: Rust - Size: 3.71 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 8 - Forks: 0

hans66hsu/nn_interpretability

Pytorch implementation of various neural network interpretability methods

Language: Jupyter Notebook - Size: 30.5 MB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 104 - Forks: 19

Yu-Group/clinical-rule-vetting

Learning clinical-decision rules with interpretable models.

Language: Jupyter Notebook - Size: 82.6 MB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 14 - Forks: 11

msakarvadia/memory_injections

Initial Exploratory Works on Knowledge Tracing in Transformer Based Language Models

Language: Python - Size: 943 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 1

gghimire2041/interpreting-LLMs

This repository will focus on interpretability of ML algorithms. From linear regression to transformers..

Language: Jupyter Notebook - Size: 5.86 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

archmaester/proto2proto

Official code of the CVPR 2022 paper "Proto2Proto: Can you recognize the car, the way I do?"

Language: Python - Size: 1.25 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 16 - Forks: 1

saurabheights/ROAR

Metrics for evaluating interpretability methods.

Language: Python - Size: 61.5 KB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 4 - Forks: 0

gianluigilopardo/anchors_vs_lime_text

A Comparison of Feature Importance and Rule Extraction for Interpretability on Text Data

Language: Python - Size: 2.18 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 4 - Forks: 0

CAMP-eXplain-AI/RoarTorch

CVPR 2021 | Metrics for evaluating interpretability methods.

Language: Python - Size: 41 KB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 6 - Forks: 3

h3dema/awesome-machine-learning-interpretability Fork of jphall663/awesome-machine-learning-interpretability

A curated list of awesome machine learning interpretability resources.

Size: 106 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

Related Keywords
interpretability-methods 17 interpretability 7 machine-learning 6 pytorch 5 deep-learning 4 xai 3 deep-neural-networks 3 python 3 data-visualization 2 feature-importance 2 lrp 2 neural-network 2 neural-networks 2 interpretable-machine-learning 2 soccer-matches 2 upcoming-games 2 python3 2 imodels 2 morf 2 data-science 2 ai 2 roar 2 lime 2 guided-backpropagation 1 gradient-visualization 1 gradcam 1 integrated-gradients 1 deeplift 1 interpretable 1 deepdream 1 deconvnet 1 cnn-visualization 1 activation-maximization 1 website 1 research 1 mechanistic-interpretability 1 interpretability-jam 1 api 1 academic 1 video-classification 1 lstm-neural-networks 1 lstm-neural-network 1 tensorflow 1 sentiment-analysis 1 explainable-ai 1 attribution-metrics 1 attribution-methods 1 prototypical-networks 1 knowledge-distillation 1 multihop-reasoning 1 langauge-model 1 stability 1 scikit-learn 1 rule-based 1 pecarn 1 medical 1 dataset 1 clinical-decision 1 uncertainty-interpretability 1 taylor-decomposition 1 smoothgrad 1 saliency-map 1 occlusion-sensitivity 1 nn-interpretability 1 interpretable-deep-learning 1 state-of-charge 1 prediction 1 linear-regression 1 feature-engineering 1 shap 1 quantitative-analysis 1 medical-significance 1 human-annotation 1 heatmap-visualization 1 grad-cam 1 clinical-decision-support-system 1 chest-x-ray 1 trees 1 tabular-data 1 shrinkage 1 rules 1 jupyter 1 decision-trees 1 xwhy 1 smile 1 explainability 1 lstm 1 kth 1 deep-learning-tutorial 1 xai-library 1 transformers 1 time-series-analysis 1 time-series 1 saliency-analysis 1 interpretable-ai 1 statistics 1 soccer-betting 1 soccer 1 seaborn 1 random-forest 1