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#

interpretability-methods

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Here are 18 public repositories matching this topic...

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kochlisGit / ProphitBet-Soccer-Bets-Predictor

Star 603

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. Additionally, it provides betting agents based on Deep Reinforcement Learning (DRL), which can learn optimal betting strategies.

statistics deep-neural-networks neural-network random-forest pandas-dataframe machine-learning-algorithms deep-reinforcement-learning soccer data-visualization seaborn football-data soccer-matches feature-importance soccer-betting optuna feature-analysis imbalanced-learn interpretability-methods upcoming-games betting-agents
  • Updated Oct 27, 2026
  • Python

hans66hsu / nn_interpretability

Star 119

Pytorch implementation of various neural network interpretability methods

pytorch deepdream saliency-map occlusion-sensitivity smoothgrad guided-backpropagation interpretable-deep-learning lrp gradient-visualization interpretable gradcam deconvnet cnn-visualization deeplift integrated-gradients activation-maximization interpretability-methods uncertainty-interpretability taylor-decomposition nn-interpretability
  • Updated Mar 8, 2022
  • Jupyter Notebook

Yu-Group / clinical-rule-vetting

Star 21

Learning clinical-decision rules with interpretable models.

data-science machine-learning ai scikit-learn python3 medical dataset stability interpretability rule-based xai imodels interpretability-methods clinical-decision pecarn
  • Updated Aug 10, 2023
  • Jupyter Notebook

archmaester / proto2proto

Star 20

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

knowledge-distillation interpretability prototypical-networks interpretability-methods
  • Updated May 2, 2022
  • Python

Yu-Group / imodels-experiments

Star 18

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

python rules data-science machine-learning ai jupyter tabular-data python3 decision-trees trees interpretability shrinkage xai imodels interpretability-methods
  • Updated May 22, 2026
  • Jupyter Notebook

Dependable-Intelligent-Systems-Lab / xwhy

Star 14

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

machine-learning deep-learning smile lime interpretability explainability interpretability-methods xwhy
  • Updated Nov 7, 2026
  • Python

msakarvadia / memory_injections

Star 12

Initial Exploratory Works on Knowledge Tracing in Transformer Based Language Models

langauge-model interpretability-methods multihop-reasoning
  • Updated Feb 21, 2024
  • Python

CAMP-eXplain-AI / RoarTorch

Star 10

CVPR 2021 | Metrics for evaluating interpretability methods.

python deep-neural-networks pytorch roar interpretability-methods morf
  • Updated Mar 29, 2021
  • Python

gianluigilopardo / anchors_vs_lime_text

Star 9

Code for the paper "Comparing Feature Importance and Rule Extraction for Interpretability on Text Data", XAIE @ ICPR 2022

sentiment-analysis interpretability explainable-ai interpretability-methods
  • Updated Oct 26, 2024
  • Python

apartresearch / deepdecipher

Star 9

🦠 DeepDecipher: An open source API to MLP neurons

api website machine-learning research academic interpretability interpretability-methods interpretability-jam mechanistic-interpretability
  • Updated May 2, 2024
  • Rust

saurabheights / ROAR

Star 8

Metrics for evaluating interpretability methods.

python deep-neural-networks pytorch neural-networks roar attribution-methods interpretability-methods attribution-metrics morf
  • Updated Mar 20, 2023
  • Python

marcgarreta / 12-lead-ECG-AD

Star 5

This project focuses on modeling auto encoder-based architectures for unsupervised detection of anomalies in 12-lead electrocardiograms (ECGs)

unsupervised-learning anomaly-detection interpretability-methods
  • Updated Jul 4, 2025
  • Python

sakshikakde / interpretability_of_lstm

Star 3

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

deep-learning pytorch lstm deep-learning-tutorial kth lstm-neural-networks video-classification interpretability lstm-neural-network interpretability-methods
  • Updated Jan 6, 2022
  • Python

anondo1969 / SHAMSUL

Star 1

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'

deep-learning grad-cam lime quantitative-analysis lrp chest-x-ray shap human-annotation heatmap-visualization interpretability-methods clinical-decision-support-system medical-significance
  • Updated Mar 3, 2026
  • Python

h3dema / awesome-machine-learning-interpretability

Star 0

A curated list of awesome machine learning interpretability resources.

machine-learning interpretable-machine-learning interpretability-methods
  • Updated Dec 2, 2021

mazze93 / ai-behavior-research

Sponsor
Star 0

Research site, private study instruments and evidence registry for observable model behavior. Astro + Cloudflare, with provenance-linked releases.

open-source research ai openai behavior-driven-development ai-safety interpretability-methods ai-tools research-tools ai-governance interpretability-experiments
  • Updated Nov 9, 2026
  • Python

pikapi-pi / DGP

Star 0
computational-biology hypergraph-learning interpretability-methods
  • Updated May 12, 2026
  • Python

HoussemDs / brain-xai-faithfulness

Star 0

Validating attribution methods for 3D brain MRI: faithfulness, randomized-weight sanity checks, and corrected region tests on a frozen SFCN using public pediatric data.

deep-learning medical-imaging neuroimaging brain-mri interpretability neuroimaging-analysis explainable-ai neuroimaging-data-science saliency-maps medical-imaging-with-deep-learning brain-mri-images explainable-ai-in-medical-imaging interpretability-methods medical-imaging-classification interpretability-and-explainability explainable-ai-xai interpretability-ai interpretability-research medical-imaging-analysis interpretability-experiments
  • Updated Nov 9, 2026
  • Jupyter Notebook

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