#Explainable-ml

Showing 28 of 28 repositories tagged #explainable-ml, 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
โ˜… 12.9k โ‘‚ 1.7k +8/day
Python
interpretml
interpretml
interpret

Fit interpretable models. Explain blackbox machine learning.

Score
100
โ˜… 6.9k โ‘‚ 783 +2/day
C++
jphall663
jphall663
awesome-machine-learning-interpretability

A curated list of awesome responsible machine learning resources.

Score
67
โ˜… 4.0k โ‘‚ 628 +2/day
microsoft
microsoft
tensorwatch

Debugging, monitoring and visualization for Python Machine Learning and Data Science

Score
0
โ˜… 3.5k โ‘‚ 360 +1/day
Jupyter Notebook
truera
truera
trulens

Evaluation and Tracking for LLM Experiments and AI Agents

Score
92
โ˜… 3.4k โ‘‚ 309 +16/day
Python
MAIF
MAIF
shapash

๐Ÿ”… Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models

Score
33
โ˜… 3.2k โ‘‚ 388 +8/day
Jupyter Notebook
divelab
divelab
DIG

A library for graph deep learning research

Score
50
โ˜… 2.0k โ‘‚ 290 โ€”
Python
AstraZeneca
AstraZeneca
awesome-explainable-graph-reasoning

A collection of research papers and software related to explainability in graph machine learning.

Score
42
โ˜… 2.0k โ‘‚ 137 โ€”
microsoft
microsoft
responsible-ai-toolbox

Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.

Score
100
โ˜… 1.8k โ‘‚ 484 โ€”
TypeScript
Trusted-AI
Trusted-AI
AIX360

Interpretability and explainability of data and machine learning models

Score
83
โ˜… 1.8k โ‘‚ 326 โ€”
Python
csinva
csinva
imodels

Interpretable ML package ๐Ÿ” for concise, transparent, and accurate predictive modeling (sklearn-compatible).

Score
89
โ˜… 1.6k โ‘‚ 138 +2/day
Jupyter Notebook
interpretml
interpretml
DiCE

Generate Diverse Counterfactual Explanations for any machine learning model.

Score
33
โ˜… 1.5k โ‘‚ 233 โ€”
Python
ModelOriented
ModelOriented
DALEX

moDel Agnostic Language for Exploration and eXplanation

Score
67
โ˜… 1.5k โ‘‚ 169 +1/day
Python
EthicalML
EthicalML
xai

XAI - An eXplainability toolbox for machine learning

Score
58
โ˜… 1.3k โ‘‚ 186 +3/day
Python
dswah
dswah
pyGAM

[CONTRIBUTORS WELCOME] Generalized Additive Models in Python

Score
78
โ˜… 1.0k โ‘‚ 287 +1/day
Python
salesforce
salesforce
OmniXAI

OmniXAI: A Library for eXplainable AI

Score
75
โ˜… 968 โ‘‚ 105 โ€”
Jupyter Notebook
ScalaConsultants
ScalaConsultants
Aspect-Based-Sentiment-Analysis

๐Ÿ’ญ Aspect-Based-Sentiment-Analysis: Transformer & Explainable ML (TensorFlow)

Score
67
โ˜… 584 โ‘‚ 94 โ€”
Python
mdipietro09
mdipietro09
DataScience_ArtificialIntelligence_Utils

Examples of Data Science projects and Artificial Intelligence use-cases

Score
56
โ˜… 552 โ‘‚ 292 โ€”
Jupyter Notebook
h2oai
h2oai
mli-resources

H2O.ai Machine Learning Interpretability Resources

Score
44
โ˜… 490 โ‘‚ 129 โ€”
Jupyter Notebook
keisen
keisen
tf-keras-vis

Neural network visualization toolkit for tf.keras

Score
22
โ˜… 337 โ‘‚ 47 โ€”
Python
carla-recourse
carla-recourse
CARLA

CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms

Score
25
โ˜… 303 โ‘‚ 65 โ€”
Python
ashutosh1919
ashutosh1919
explainable-cnn

๐Ÿ“ฆ PyTorch based visualization package for generating layer-wise explanations for CNNs.

Score
11
โ˜… 234 โ‘‚ 33 โ€”
Python
AstraZeneca
AstraZeneca
awesome-shapley-value

Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)

Score
0
โ˜… 155 โ‘‚ 15 โ€”
whyisyoung
whyisyoung
CADE

Code for our USENIX Security 2021 paper -- CADE: Detecting and Explaining Concept Drift Samples for Security Applications

Score
17
โ˜… 148 โ‘‚ 41 โ€”
Python
charmlab
charmlab
mace

Model Agnostic Counterfactual Explanations

Score
8
โ˜… 90 โ‘‚ 14 โ€”
Python
xplainable
xplainable
xplainable

Real-time explainable machine learning for business optimisation

Score
33
โ˜… 66 โ‘‚ 5 +1/day
Python
pterhoer
pterhoer
ExplainableFaceImageQuality

Pixel-Level Face Image Quality Assessment for Explainable Face Recognition

Score
0
โ˜… 63 โ‘‚ 10 โ€”
Python
safreita1
safreita1
malnet-image

A large-scale database of malicious software images

Score
0
โ˜… 51 โ‘‚ 14 โ€”
Python
Related Topics
#machine-learning#explainable-ai#xai#interpretability#deep-learning#data-science#python#artificial-intelligence#interpretable-machine-learning#explainability#interpretable-ai#computer-vision

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