"interpretability" Awesome Lists
awesome-production-machine-learning
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
awesome awesome-list data-mining deep-learning explainability interpretability large-scale-machine-learning large-scale-ml machine-learning machine-learning-operations
18,349 stars
2,330 forks
468 projects
Last updated: 21 Apr 2025
awesome-machine-learning-interpretability
A curated list of awesome responsible machine learning resources.
ai-safety awesome awesome-list data-science explainable-ml fairness interpretability interpretable-ai interpretable-machine-learning interpretable-ml
3,757 stars
599 forks
1,345 projects
Last updated: 08 Apr 2025
Awesome-Federated-Learning
FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
adversarial-attack-and-defense communication-efficiency computation-efficiency computer-vision continual-learning decentralized-federated-learning distributed-optimization federated-learning hierarchical-federated-learning incentive-mechanism
1,948 stars
329 forks
558 projects
Last updated: 07 Apr 2025
Awesome-explainable-AI
A collection of research materials on explainable AI/ML
counterfactual-explanations explainable-ai explanation-system interpretability interpretable-ai recourse xai xml
1,483 stars
203 forks
138 projects
Last updated: 11 Apr 2025
awesome-fairness-in-ai
A curated list of awesome Fairness in AI resources
ai bias deep-learning fairness gender-bias interpretability machine-learning xai
319 stars
65 forks
78 projects
Last updated: 09 Apr 2025
Awesome-Computer-Vision
Awesome Resources for Advanced Computer Vision Topics
3d-vision adversarial-attacks automl awesome-list computer-vision deep-learning denoising gan graph-neural-network interpretability
228 stars
42 forks
39 projects
Last updated: 05 Apr 2025
awesome-time-series-explainability
A list of (post-hoc) XAI for time series
awesome-list awesome-lists explainability explainable-ai explainable-ml explainable-time-series-classification explainable-time-series-prediction interpretability interpretable-machine-learning time-series
127 stars
15 forks
71 projects
Last updated: 13 Apr 2025
awesome-artificial-intelligence-research
A curated list of Artificial Intelligence (AI) Research, tracks the cutting edge trending of AI research, including recommender systems, computer vision, machine learning, etc.
artificial-intelligence automl awesome-list computer-vision deep-learning detection domain-adaptation generative-adversarial-network graph-neural-networks incremental-learning
122 stars
15 forks
92 projects
Last updated: 14 Mar 2025
awesome-neural-trees
Introduction, selected papers and possible corresponding codes in our review paper "A Survey of Neural Trees"
awesome-list decision-trees explainable-artificial-intelligence interpretability interpretable-machine-learning neural-networks
79 stars
9 forks
101 projects
Last updated: 05 Feb 2025
Explainable-ML-Papers
A list of research papers of explainable machine learning.
academic awesome counterfactual-explanations explainability explainable-ml explanations human-ai-interaction human-in-the-loop human-in-the-loop-machine-learning interpretability
17 stars
2 forks
59 projects
Last updated: 05 May 2024