#Interpretable-ai

Showing 12 of 12 repositories tagged #interpretable-ai, ranked by stars

jacobgil
jacobgil
pytorch-grad-cam

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

Score
100
★ 12.9k ⑂ 1.7k +8/day
Python
interpretml
interpretml
interpret

Fit interpretable models. Explain blackbox machine learning.

Score
100
★ 6.9k ⑂ 783 +2/day
C++
meta-pytorch
meta-pytorch
captum

Model interpretability and understanding for PyTorch

Score
67
★ 5.7k ⑂ 560 +5/day
Python
jphall663
jphall663
awesome-machine-learning-interpretability

A curated list of awesome responsible machine learning resources.

Score
33
★ 4.0k ⑂ 628 +2/day
dswah
dswah
pyGAM

[CONTRIBUTORS WELCOME] Generalized Additive Models in Python

Score
100
★ 1.0k ⑂ 287 +1/day
Python
lopusz
lopusz
awesome-interpretable-machine-learning
Score
0
★ 917 ⑂ 141
Python
jphall663
jphall663
interpretable_machine_learning_with_python

Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.

Score
50
★ 682 ⑂ 206
Jupyter Notebook
h2oai
h2oai
mli-resources

H2O.ai Machine Learning Interpretability Resources

Score
0
★ 490 ⑂ 129
Jupyter Notebook
pietrobarbiero
pietrobarbiero
pytorch_explain

PyTorch Explain: Interpretable Deep Learning in Python.

Score
0
★ 174 ⑂ 17
Jupyter Notebook
fat-forensics
fat-forensics
fat-forensics

Modular Python Toolbox for Fairness, Accountability and Transparency Forensics

Score
33
★ 79 ⑂ 14
Python
Imageomics
Imageomics
Prompt_CAM

This is an official implementation for PROMPT-CAM: A Simpler Interpretable Transformer for Fine-Grained Analysis (CVPR'25). Explore fine-grained trait distinctions between different specified species.

Score
67
★ 76 ⑂ 7
Jupyter Notebook
harryjdavies
harryjdavies
HeartGPT

Interpretable Pre-Trained Transformers for Heart Time-Series Data

Score
0
★ 50 ⑂ 5
Python
Related Topics
#machine-learning#interpretability#interpretable-machine-learning#explainable-ai#xai#interpretable-ml#explainable-ml#transparency#data-science#python#fairness#deep-learning

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