The Top 23 Interpretability Open Source Projects

Open source projects categorized as Interpretability

Categories > Machine Learning > Interpretability

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Shap ⭐ 21,595

A game theoretic approach to explain the output of any machine learning model.

dependent packages 373total releases 100most recent commit 4 days ago

Awesome Production Machine Learning ⭐ 15,804

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

most recent commit 24 days ago

Pytorch Grad Cam ⭐ 8,723

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

dependent packages 10total releases 28most recent commit 4 months ago

Interpret ⭐ 5,992

Fit interpretable models. Explain blackbox machine learning.

dependent packages 28total releases 45most recent commit 3 days ago

Captum ⭐ 4,393

Model interpretability and understanding for PyTorch

dependent packages 59total releases 10most recent commit 3 months ago

Lucid ⭐ 4,232

A collection of infrastructure and tools for research in neural network interpretability.

dependent packages 2total releases 6most recent commit 3 years ago

Awesome Machine Learning Interpretability ⭐ 3,241

A curated list of awesome responsible machine learning resources.

most recent commit 3 months ago

Stellargraph ⭐ 2,768

StellarGraph - Machine Learning on Graphs

dependent packages 6total releases 24most recent commit 7 months ago

Shapash ⭐ 2,547

🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models

dependent packages 2total releases 37most recent commit 3 months ago

Alibi ⭐ 2,257

Algorithms for explaining machine learning models

dependent packages 17total releases 31most recent commit 3 months ago

Torch Cam ⭐ 1,695

Class activation maps for your PyTorch models (CAM, Grad-CAM, Grad-CAM++, Smooth Grad-CAM++, Score-CAM, SS-CAM, IS-CAM, XGrad-CAM, Layer-CAM)

dependent packages 3total releases 9most recent commit 3 months ago

Awesome Federated Learning ⭐ 1,481

FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai

most recent commit 2 years ago

Dalex ⭐ 1,242

moDel Agnostic Language for Exploration and eXplanation

dependent packages 24total releases 29most recent commit 7 months ago

Imodels ⭐ 1,229

Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).

dependent packages 4total releases 44most recent commit 4 months ago

Awesome Explainable Ai ⭐ 1,208

A collection of research materials on explainable AI/ML

most recent commit 3 months ago

Responsible Ai Toolbox ⭐ 1,187

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.

dependent packages 8total releases 6most recent commit 17 days ago

Transformers Interpret ⭐ 1,090

Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.

dependent packages 2total releases 36most recent commit 8 months ago

Xai ⭐ 1,052

XAI - An eXplainability toolbox for machine learning

total releases 6most recent commit 2 years ago

Tf Explain ⭐ 934

Interpretability Methods for tf.keras models with Tensorflow 2.x

dependent packages 7total releases 8most recent commit 2 years ago

Ad_examples ⭐ 738

A collection of anomaly detection methods (iid/point-based, graph and time series) including active learning for anomaly detection/discovery, bayesian rule-mining, description for diversity/explanation/interpretability. Analysis of incorporating label feedback with ensemble and tree-based detectors. Includes adversarial attacks with Graph Convolutional Network.

most recent commit 2 years ago

Flashtorch ⭐ 712

Visualization toolkit for neural networks in PyTorch! Demo -->

total releases 12most recent commit 7 months ago

Awesome_deep_learning_interpretability ⭐ 699

深度学习近年来关于神经网络模型解释性的相关高引用/顶会论文(附带代码)

most recent commit 5 months ago

Grad Cam ⭐ 652

[ICCV 2017] Torch code for Grad-CAM

most recent commit 7 years ago

The 10 Most Depended On Interpretability Open Source Projects

Shap ⭐ 21,595

A game theoretic approach to explain the output of any machine learning model.

dependent packages 373total releases 100latest release December 07, 2023most recent commit 4 days ago

Captum ⭐ 4,393

Model interpretability and understanding for PyTorch

dependent packages 59total releases 10latest release December 05, 2023most recent commit 3 months ago

Interpret ⭐ 5,992

Fit interpretable models. Explain blackbox machine learning.

dependent packages 28total releases 45latest release August 26, 2023most recent commit 3 days ago

Dalex ⭐ 1,242

moDel Agnostic Language for Exploration and eXplanation

dependent packages 24total releases 29latest release January 15, 2023most recent commit 7 months ago

Alibi ⭐ 2,257

Algorithms for explaining machine learning models

dependent packages 17total releases 31latest release July 07, 2023most recent commit 3 months ago

Pytorch Grad Cam ⭐ 8,723

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

dependent packages 10total releases 28latest release June 16, 2023most recent commit 4 months ago

Responsible Ai Toolbox ⭐ 1,187

dependent packages 8total releases 6latest release August 14, 2023most recent commit 17 days ago

Tf Explain ⭐ 934

Interpretability Methods for tf.keras models with Tensorflow 2.x

dependent packages 7total releases 8latest release November 18, 2021most recent commit 2 years ago

Deeplift ⭐ 584

Public facing deeplift repo

dependent packages 6total releases 13latest release November 11, 2020most recent commit 2 years ago

Stellargraph ⭐ 2,768

StellarGraph - Machine Learning on Graphs

dependent packages 6total releases 24latest release February 22, 2021most recent commit 7 months ago

The 10 Latest Releases In Interpretability Open Source Projects

Yggdrasil Decision Forests ⭐ 403

A library to train, evaluate, interpret, and productionize decision forest models such as Random Forest and Gradient Boosted Decision Trees.

total releases 8latest release December 11, 2023most recent commit 3 months ago

Shapash ⭐ 2,547

🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models

dependent packages 2total releases 37latest release December 08, 2023most recent commit 3 months ago

Shap ⭐ 21,595

A game theoretic approach to explain the output of any machine learning model.

dependent packages 373total releases 100latest release December 07, 2023most recent commit 4 days ago

Inseq ⭐ 254

Interpretability for sequence generation models 🐛 🔍

total releases 6latest release December 07, 2023most recent commit 3 months ago

Quantus ⭐ 460

Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations

dependent packages 1total releases 27latest release December 05, 2023most recent commit 3 months ago

Captum ⭐ 4,393

Model interpretability and understanding for PyTorch

dependent packages 59total releases 10latest release December 05, 2023most recent commit 3 months ago

Asent ⭐ 109

Asent is a python library for performing efficient and transparent sentiment analysis using spaCy.

dependent packages 1total releases 34latest release November 30, 2023most recent commit 3 months ago

Decision Forests ⭐ 635

A collection of state-of-the-art algorithms for the training, serving and interpretation of Decision Forest models in Keras.

dependent packages 5total releases 33latest release November 20, 2023most recent commit 3 months ago

pypi tensorflow-decision-forests} Downloads

Facet ⭐ 483

Human-explainable AI.

total releases 27latest release November 15, 2023most recent commit 5 months ago

Torch Cam ⭐ 1,695

Class activation maps for your PyTorch models (CAM, Grad-CAM, Grad-CAM++, Smooth Grad-CAM++, Score-CAM, SS-CAM, IS-CAM, XGrad-CAM, Layer-CAM)

dependent packages 3total releases 9latest release October 19, 2023most recent commit 3 months ago

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